Fairness Impossibility Results

Understand why some fairness criteria are formally incompatible. Learn the Chouldechova and Kleinberg-Mullainathan-Raghavan impossibility results, the conditions under which they bite (different base rates), the practical implication that picking metrics is a value judgement, and how to navigate the trade-off transparently.