Understanding challenges to the interpretation of disaggregated evaluations of algorithmic fairness

Stephen R. Pfohl, Natalie Harris, Chirag Nagpal +12

Disaggregated evaluation across subgroups is critical for assessing the fairness of machine learning models, but its uncritical use can mislead practitioners. We show that equal pe…