Measure local-language performance: What should governance | AIGP
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Measure local-language performance: What should governance address first?

AIGP Understanding How to Govern AI Deployment and Use Medium

Aggregate performance can mask local drift; governance needs measurements for the affected population and context.

The question

A travel-support assistant performs well overall after deployment, but support staff report worsening answers for a local-language population. The dashboard shows only aggregate accuracy. What should governance address first?

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  1. Increase overall accuracy targets for every travel query
    Higher aggregate targets may leave local-language harms hidden and do not directly test the reported population-specific performance change.
  2. Measure local-language performance ✓
    Aggregate accuracy can conceal population-specific drift, so suitable local measurements are needed before judging mitigation effectiveness.
  3. Replace the assistant with a larger model
    A model replacement may be premature because the organization lacks localized evidence identifying the cause and scale of degradation.
  4. Ask staff to report examples without tracking population context
    Examples help investigation, but omitting population context prevents reliable comparison of local performance and drift over time.
The trap
When context changes or a subgroup is affected, aggregate metrics are not sufficient evidence.

How to remember it

Aggregate performance can mask local drift; governance needs measurements for the affected population and context.

How many of these would you get right?

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