The Statistical Fairness-Accuracy Frontier

Alireza Fallah, Michael I. Jordan, Annie Ulichney

We study fairness-accuracy tradeoffs when a single predictive model must serve multiple demographic groups. A useful tool for understanding this tradeoff is the fairness-accuracy (…