Fairness Impossibility Theorem

Some metrics aren’t compatible with other metrics of fairness.

• Predictive accuracy of the best college students from SAT scores (yields to priviledged class)

Theorem

Predictive Parity and Classification Parity are not equal accr

Proof

https://www.marcellodibello.com/algorithmicfairness/handout/impossibility.html