Address the individual harm while examining relevant group | AIGP
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Address the individual harm while examining relevant group: Which response is most suitable?

AIGP Understanding the Foundations of AI Governance Medium

Assess both the named driver’s harm and relevant group patterns because fairness concerns operate at multiple levels.

The question

A logistics scheduler consistently gives one named driver fewer desirable routes, while aggregate route allocation across the workforce appears balanced. The governance requirement is to address the documented harm without claiming that group-level balance proves fairness. Which response is most suitable?

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  1. Address the individual harm while examining relevant group patterns. ✓
    This response recognizes that harm can affect individuals and groups, without treating either level as conclusive alone.
  2. Investigate the individual case and its decision path.
    This may identify the driver’s harm, but it does not address whether broader group patterns remain acceptable or harmful.
  3. Replace fairness review with overall scheduling accuracy.
    Accuracy does not determine whether route allocation creates harmful individual or group disparities.
  4. Review group metrics and disregard the driver’s experience.
    Group metrics cannot erase a documented individual harm and are insufficient as the sole fairness evidence.
The trap
A favorable aggregate metric does not resolve a concrete individual-impact concern.

How to remember it

Assess both the named driver’s harm and relevant group patterns because fairness concerns operate at multiple levels.

How many of these would you get right?

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