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Leading AI at Work: Governance, Rollout and Practice / Unit 4   LAI 088 short lesson, about 20 seconds

Mitigated Is Not the Same as Fair

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The idea

The lending playbook advises testing outcomes across groups even after bias work is done.

In practice

It rests on a point in NIST's AI risk framework: systems in which harmful biases are mitigated are not necessarily fair.

Where people slip

A bias fix is a step, not a certificate; the outcomes still need checking.

Your place on the trail

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Unlocks

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