Validate performance and impacts in the local applicant | AIGP
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Validate performance and impacts in the local applicant: What should determine acceptance?

AIGP Understanding How to Govern AI Deployment and Use Hard

Supplier assurance has scope; acceptance requires evidence that the model performs acceptably in the administrator’s actual applicant context.

The question

A housing administrator considers a vendor screening model. The supplier provides a current certification and benchmark results, but those results exclude local languages and the administrator has not tested impacts in its applicant population. Responsibilities and escalation contacts are otherwise documented. What should determine acceptance?

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  1. Validate performance and impacts in the local applicant context.
    Local validation addresses the evidence gap created by population and language differences, making acceptance responsive to the actual deployment.
  2. Obtain stronger contractual indemnity for screening errors.
    Indemnity allocates some financial risk, but does not establish that the model works acceptably for local applicants.
  3. Commission an independent audit of the vendor’s general controls.
    A general controls audit can strengthen supplier assurance, yet it does not directly test local language and applicant impacts.
  4. Request that the vendor renew its certification.
    Renewed certification may update supplier evidence, but it still may not address the administrator’s local population and workflow.
The trap
When supplier evidence excludes the real population or workflow, prioritize local validation over stronger generic assurance.

How to remember it

Supplier assurance has scope; acceptance requires evidence that the model performs acceptably in the administrator’s actual applicant context.

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