It should be logged and managed as an identified risk: As | AIGP
7-day money-back guarantee — full refund within 7 days of purchase if you've completed under 20% of the questions. See pricing →
Certifications Tools Flashcards Career Paths Exam Guides Blog Pricing For Teams About

Language

✓ EnglishDeutschEspañolFrançaisPortuguês
Check readiness — free →

It should be logged and managed as an identified risk: As a matter of good AI development governance, what

AIGP Understanding How to Govern AI Development Easy

Risks surfaced during testing must be identified, documented, and managed to resolution before release.

The question

During model testing, an evaluator observes that accuracy drops sharply for a minority subgroup. As a matter of good AI development governance, what should happen with this finding?

Preparing for AIGP? Take the free 5-min readiness quiz →

  1. It should be set aside until after launch, when real production data can confirm the subgroup effect.
    Plausible-sounding but deferring a known fairness risk past release contradicts pre-deployment risk management.
  2. It should be resolved by relabeling the subgroup so the reported accuracy metric no longer shows it.
    Plausible-sounding but hiding the disparity by relabeling conceals rather than manages the underlying risk.
  3. It should be logged and managed as an identified risk, then tracked to resolution before release. ✓
    Issues found in testing must be identified, documented, and managed to resolution, which is the point of testing.
  4. It should be treated as normal variance and excluded, since no single metric can be perfect for all.
    Plausible-sounding but dismissing a material subgroup gap as noise skips the required identification and management.
The trap
Rationalizing or hiding a testing finding instead of logging and managing it as a risk.

How to remember it

Risks surfaced during testing must be identified, documented, and managed to resolution before release.

How many of these would you get right?

One of 1581 AIGP questions on Certsqill. Take a free five-minute check and see your score per domain — not one number, but which section to open tonight.

Test your AIGP readiness — free

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.