The code and data for "Silicon Ceiling Auditing GPT’s Race and Gender Biases in Hiring" published in EAAMO 2024 can be found in this repository.
The link to the paper can be found here: https://dl.acm.org/doi/abs/10.1145/3689904.3694699
Resume Assessment
- The resumes used for the resume assessment task can be found in the "Resumes" folder
- The scores outputted by GPT-3.5 can be found in the "resume_assessment.csv" file
- The code used to assess the resumes can be found in the "GPT_hiring_audit.ipynb" file
Resume Generation
- The AI generated resumes and corresponding codebook from qualitative analysis can be found in the "resume_generation.csv" file
- The North American Industry Classification System used to classify the occupations on generated resumed by industry can be found on the U.S. Census Bureau's website and more information about how we coded each occupation can be found in the "occupations_NAICS_code.csv" file
- The code used to generate the resumes can be found in the "GPT_hiring_audit.ipynb" file