How Proxy Race Distorts Regression-Based Fairness Audits

Xi Xin, Giles Hooker, Fei Huang

Proxy-based race inference is increasingly used to conduct fairness assessments when protected-class data are unavailable or legally restricted -- most prominently in U.S. fair-len…