Require human review and broader validation before | AIGP
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Require human review and broader validation before: Which control most directly addresses the combined risk

AIGP Understanding the Foundations of AI Governance Hard

High autonomy plus limited validation calls for broader evidence and human review before consequential rejection.

The question

An employment-screening system ranks applicants and automatically rejects those below a threshold. Testing uses a limited historical sample, and recruiters rarely review rejected applications. Which control most directly addresses the combined risk created by autonomy and incomplete evidence?

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  1. Increase the threshold to reduce borderline hires.
    A higher threshold changes selection behavior but does not address limited evidence or the lack of review for automated rejections.
  2. Explain the threshold to applicants after rejection.
    Explanation may improve transparency, but it does not by itself validate limited evidence or prevent unchecked automated rejection.
  3. Require human review and broader validation before rejection. ✓
    Consequential automatic action combined with limited evidence calls for meaningful review and validation across relevant conditions before rejection.
  4. Report aggregate accuracy and retain automatic rejection.
    Aggregate accuracy may conceal subgroup or individual harms, while automatic rejection preserves the heightened autonomy risk.
The trap
Combine autonomy with evidence quality: more consequential independent action and weaker validation require stronger oversight and testing.

How to remember it

High autonomy plus limited validation calls for broader evidence and human review before consequential rejection.

How many of these would you get right?

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