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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