Route contested flags through documented escalation | AIGP
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Route contested flags through documented escalation: What does this contrast support?

AIGP Understanding How to Govern AI Deployment and Use Medium

Stable aggregate precision does not resolve individual disputes; successful contests support documented escalation for contested screening flags.

The question

In employment screening, a vendor’s overall precision remains stable, but several applicants successfully contest individual flags. The employer has trained reviewers and retains final authority. What does this contrast support?

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  1. Recalibrate the model using the unchanged aggregate precision.
    Stable precision alone does not identify the source of contested decisions or justify recalibration without targeted evidence about errors.
  2. Route contested flags through documented escalation.
    Successful contests show individual decisions require a defined escalation path, even when aggregate precision remains stable and reviewers retain authority.
  3. Let reviewers resolve disputes informally through existing workflows.
    Existing workflows may lack consistent records, authority, or appeal handling; successful contests support a documented escalation mechanism.
  4. Publish the vendor’s precision figure to applicants.
    Disclosure may inform applicants, but it does not provide a mechanism for reviewing and resolving disputed screening decisions.
The trap
Stable averages do not eliminate the need for appeal or escalation mechanisms in consequential decisions.

How to remember it

Stable aggregate precision does not resolve individual disputes; successful contests support documented escalation for contested screening flags.

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