Data from Surveys Conducted by Forwards

Anonymized data from surveys conducted by Forwards <>, the R Foundation task force on women and other under-represented groups. Currently, a single data set of responses to a survey of attendees at useR! 2016 <>, the R user conference held at Stanford University, Stanford, California, USA, June 27 - June 30 2016.

Travis-CI BuildStatus

The forwards package provides anonymized data from surveys conducted by Forwards, the R Foundation taskforce on women and other under-represented groups.


You can install forwards from GitHub with:

# install.packages("devtools")


The package currently contains a single dataset, useR2016, with anonymized results from a survey of participants at the useR! 2016 conference. The questions and form of responses are described in the help file (?useR2016).

The dataset is lazy loaded, so after loading the forwards package, the useR2016 data frame is available for use. For example the following code cross-tabulates respondents’ age and length of time using R:

xtabs(~ Q3 + Q11, data = useR2016)
#>              Q11
#> Q3            < 2 years 2-5 years 5-10 years > 10 years
#>   > 35               22        27         54         92
#>   35 or under        45        80         72         20

Code of Conduct

Please note that this package is released with a Contributor Code of Conduct. By participating in this project you agree to abide by its terms.


forwards 0.1.1

  • update for compatibility with dplyr v. 0.8.0.

forwards 0.1.0

  • add anonymized data from useR! 2016 survey as useR2016 data set.

Reference manual

It appears you don't have a PDF plugin for this browser. You can click here to download the reference manual.


0.1.3 by Heather Turner, 2 years ago

Report a bug at

Browse source code at

Authors: Heather Turner [aut, cre] , Oliver Keyes [aut]

Documentation:   PDF Manual  

CC0 license

Suggests dplyr, FactoMineR, forcats, ggplot2, knitr, likert, rmarkdown, tidyr

See at CRAN