Documented stakeholder evidence that local stockouts are | AIGP
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Documented stakeholder evidence that local stockouts are: Which evidence should determine whether the

AIGP Understanding How to Govern AI Development Medium

Documented stakeholder evidence of a material omitted impact should trigger requirements reassessment.

The question

A retailer is designing an AI demand-planning system. Store-manager interviews provide evidence that the proposed objective favors aggregate sales while overlooking local stockouts. Which evidence should determine whether the requirements change before approval?

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  1. A benchmark showing the system matches competitors’ demand forecasts.
    Competitive accuracy does not establish that the system addresses the local stockout impact identified by stakeholders.
  2. Documented stakeholder evidence that local stockouts are a material omitted outcome. ✓
    This evidence directly shows that the intended objective omits a material operational impact, supporting requirements reassessment before approval.
  3. A forecast showing improved aggregate accuracy after adding high-volume-store data.
    This evidence concerns aggregate prediction performance, not whether local stockouts are represented in the intended objective.
  4. A cost analysis showing that the proposed system fits the implementation budget.
    Budget feasibility does not show whether the intended purpose includes the material local stockout outcome.
The trap
When stakeholders identify an omitted material impact, revisit the objective before optimizing the model.

How to remember it

Documented stakeholder evidence of a material omitted impact should trigger requirements reassessment.

How many of these would you get right?

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