Provide an authorized: Which design decision is most | AIGP
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Provide an authorized: Which design decision is most defensible?

AIGP Understanding How to Govern AI Development Hard

Serious possible harm and uncertainty require a timely human path with real authority to intervene.

The question

An EU public-benefit agency is designing an AI eligibility recommendation tool. A denial could cause serious hardship, evidence about edge cases is incomplete, and reviewers currently cannot reverse recommendations. Which design decision is most defensible?

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  1. Sample decisions for supervisory review after issuance.
    Post-decision sampling can identify patterns, but it does not give an affected person timely intervention against an erroneous denial.
  2. Require reviewers to acknowledge every recommendation.
    Acknowledgment does not provide authority, time, or information to correct a harmful recommendation and can encourage rubber-stamping.
  3. Postpone deployment until every edge case is known.
    Further testing may be appropriate, but complete knowledge is unlikely; it does not replace designing a workable intervention and appeal mechanism.
  4. Provide an authorized, timely human appeal and override path.
    Given serious possible hardship and incomplete evidence, competent reviewers need information, time, and authority to intervene before or after a disputed denial.
The trap
A reviewer is not effective oversight unless the reviewer can act before or after harm occurs.

How to remember it

Serious possible harm and uncertainty require a timely human path with real authority to intervene.

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.