HUMAN OVERSIGHTAI GOVERNANCE & RISK

Fairness Governance

Fairness governance defines how teams identify and monitor unacceptable differences in outcomes across relevant groups or scenarios.

WHY IT MATTERS

Generic accuracy can hide uneven performance.

ENTERPRISE EXAMPLE

A high-impact use case evaluates subgroup performance before launch and during periodic review.

GOVERNANCE DECISION

Which outcome differences would be unacceptable for this use case?

REMEMBERFairness must be defined in the context of the decision.
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