Revalidate in the actual context: What is the strongest | AIGP
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Revalidate in the actual context: What is the strongest decision?

AIGP Understanding How to Govern AI Development Hard

Revalidate the changed version with representative subgroups in the actual housing-administration context.

The question

A housing-application administration system is being upgraded from model version 3.1 to 3.2. The vendor reports improved average accuracy, but provides no subgroup results for a newly served applicant population. Because both the version and population changed, release approval requires deployment-relevant evidence. What is the strongest decision?

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  1. Retain version 3.1 until the annual governance review.
    Waiting for a calendar review delays evidence gathering and does not determine whether version 3.2 is suitable for the changed population.
  2. Pilot 3.2 with applicants without documenting uncertainty or subgroup results.
    A pilot may generate useful evidence, but omitting subgroup evidence and uncertainty documentation prevents accountable interpretation of the release risk.
  3. Revalidate in the actual context. ✓
    Testing version 3.2 with representative applicant subgroups, conditions, acceptance criteria, and documented uncertainty addresses the changed deployment context.
  4. Approve on average accuracy.
    An aggregate vendor metric does not show performance for the newly served population or reveal subgroup-specific reliability and fairness limitations.
The trap
A supplier improvement claim is scoped evidence; require deployment-specific subgroup testing.

How to remember it

Revalidate the changed version with representative subgroups in the actual housing-administration context.

How many of these would you get right?

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More Understanding How to Govern AI Development questions

Part of the Certsqill AIGP question bank · Understanding How to Govern AI Development · Every answer, right and wrong, comes with its own explanation.