P4.09

Algorithmic Fairness and Disparate Impact

Cards in this group · 4

  1. P4.09.1Dropping sensitive attributes does not equal equal outcomes
  2. P4.09.2Proxy variables re-introduce excluded attributes into models
  3. P4.09.3Feedback loops amplify small initial disparities
  4. P4.09.4Disparate impact is judged by outcome distributions, not intent