training data, prediction, bias, and accountability
INDEPENDENT DEFENSEINDEPENDENT TRANSFERHuman review limit
A benefits model flags fraud with 85% recall but 40% precision. Automatic denial would wrongly deny 60 of every 100 flagged cases.
- Recall and precision answer different questions.
- Low precision creates high human cost.
- A flag can triage without deciding.
Which deployment is defensible?
MODELModel Responsibility Card
DATA
PROVEChoose with evidence
CLUEPause. Find what matters. Then make your move.