Tutorvo

Group Thresholds: Parity vs Accuracy Trade-offs

Lesson 6 of 816 minLab

This lesson is part of the course

In this lesson

You compute selection rate, TPR and accuracy for each group at four score thresholds, then compare four threshold policies on parity gaps and overall accuracy.

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Lessons in this course

  1. Confusion Matrix by Group with COUNTIFSLab14 min Locked
  2. Selection Rate & Demographic Parity DifferenceLab12 min Locked
  3. Disparate Impact Ratio & the Four-Fifths RuleLab13 min Locked
  4. Equal Opportunity & Equalised Odds: TPR and FPR GapsLab14 min Locked
  5. Predictive Parity & Calibration by Score BinLab15 min Locked
  6. Group Thresholds: Parity vs Accuracy Trade-offsLab16 min Locked
  7. Intersectional Groups & the Small-n ProblemLab14 min Locked
  8. Fairness Report Card: Limits, Flags & HighlightingLab14 min Locked