A Brief Tutorial on Sample Size Calculations for Fairness Audits

Harvineet Singh, Fan Xia, Mi-Ok Kim +3

In fairness audits, a standard objective is to detect whether a given algorithm performs substantially differently between subgroups. Properly powering the statistical analysis of…