Treat the disparity as an investigation signal | AIGP
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Treat the disparity as an investigation signal: What is the most supportable characterization?

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

The disparity is a prompt for investigation, not yet proof of intent, business necessity, or a completed legal finding.

The question

A US employer uses an AI tool to prioritize requests in an internal employee-assistance program. Monitoring shows a protected group receives slower responses, but reviewers have not examined intent, job relevance, or alternative explanations. What is the most supportable characterization?

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  1. Close review because assistance is not hiring.
    The stated employment-related program can still raise selection or treatment concerns; its non-hiring label does not resolve observed disparity.
  2. Conclude intentional disparate treatment from the delay pattern.
    A delay pattern alone does not establish intent, especially when reviewers have not examined alternative explanations or decision processes.
  3. Treat the disparity as an investigation signal. ✓
    Unequal response outcomes warrant investigation, while the missing evidence prevents characterizing them as intentional treatment or a completed legal finding.
  4. Classify the result as validated business necessity.
    Observed disparity and incomplete job-related analysis provide no evidence establishing business necessity or validating the prioritization criterion.
The trap
When key facts remain unexamined, characterize the result as a signal requiring investigation rather than a final finding.

How to remember it

The disparity is a prompt for investigation, not yet proof of intent, business necessity, or a completed legal finding.

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