Why Fixing One AI Bias Can Create Another
Making an AI system fair is not always like correcting a typo or deleting one bad rule. Equal outcomes, equal error rates, and equally reliable risk scores can all sound fair. Under some conditions, however, a system cannot satisfy all of them at once.