A larger, qualification-adjusted outcome analysis: employment | AIGP
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A larger, qualification-adjusted outcome analysis: employment law?

AIGP Understanding How Laws, Standards and Frameworks Apply to AI Medium

A small disparity is a signal requiring qualification-adjusted analysis and process review, not a completed legal finding.

The question

A U.S. media company’s AI hiring screen selects fewer applicants from one protected group. The disparity appears in a small pilot, and reviewers have not examined qualifications or scoring errors. What evidence should be gathered before describing the result as a legal finding under covered U.S. employment law?

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  1. A comparison of the pilot with unrelated media hiring tools
    An unrelated-tool comparison may provide context but does not explain this tool’s disparity or establish a legal finding.
  2. A larger, qualification-adjusted outcome analysis with process review ✓
    This evidence tests whether the signal persists, accounts for relevant qualifications, and reveals treatment or scoring mechanisms.
  3. The vendor’s assurance that the model is unbiased
    A vendor assurance does not establish statistical reliability, qualification comparability, or the mechanism producing the observed disparity.
  4. A public announcement that the pilot showed discrimination
    A public characterization exceeds the incomplete evidence and converts an initial disparity signal into an unsupported legal conclusion.
The trap
Treat preliminary disparity as an investigation trigger, then examine qualifications, process, and evidence quality.

How to remember it

A small disparity is a signal requiring qualification-adjusted analysis and process review, not a completed legal finding.

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