Proxy Variable Detection

Find proxies for protected attributes hiding in your features. Learn correlation tests, mutual information, conditional dependence, redundancy detection, why fairness through unawareness fails, and the workflow that decides whether a proxy should be removed, transformed, or kept under monitoring.