An cross sectional online survey was conducted via Qualtrics. The survey was distributed via networks to STEM Departments across the UK. The full data set is contained in the SPSS file. Coding of the data and creation of new variables in contained in the R-script. Also contained in the R-script is analysis associated with a paper testing a model predicting intentions to leave academia.