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Require change review with affected-line validation: What approval action best fits the evidence?

AIGP Understanding the Foundations of AI Governance Medium

Changed transformations and thresholds require affected-line validation and residual-risk review, despite improved aggregate accuracy.

The question

A manufacturing quality model is updated after the supplier reports higher aggregate accuracy. The update changes a sensor-data transformation and the defect threshold, but no change review compares affected product lines or documents residual risk. What approval action best fits the evidence?

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  1. Accept the update based on improved aggregate accuracy.
    Aggregate improvement does not show effects across product lines or address changed transformations, thresholds, and residual risks.
  2. Require change review with affected-line validation and residual-risk documentation. ✓
    Material data and threshold changes require use-specific validation and documented residual risk before manufacturing approval.
  3. Approve a limited rollout while collecting product-line evidence afterward.
    A limited rollout may reduce exposure, but it does not replace approval evidence for known material changes before deployment.
  4. Repeat the supplier’s benchmark using the original sensor transformation.
    Reusing the old transformation does not evaluate the updated model’s changed processing or threshold behavior in production contexts.
The trap
Treat changed inputs or decision thresholds as governance-relevant changes requiring targeted validation.

How to remember it

Changed transformations and thresholds require affected-line validation and residual-risk review, despite improved aggregate accuracy.

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