Use case assessment: Which life-cycle stage does this control | AIGP
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Use case assessment: Which life-cycle stage does this control primarily govern?

AIGP Understanding the Foundations of AI Governance Medium

Evaluating necessity and risk before data or modeling is the use-case assessment stage.

The question

An AI policy requires that every proposed use case be evaluated for necessity and risk before any data is collected or model is built. Which life-cycle stage does this control primarily govern?

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  1. Deployment and monitoring, the post-release stage where a live system is observed for drift and slow degradation
    Plausible but wrong: this control precedes any build, so it cannot be the post-release monitoring stage.
  2. Use case assessment, the early stage where the justification and risk of a proposed AI project are evaluated
    Correct: evaluating necessity and risk before data or modeling is exactly the use-case assessment stage.
  3. Data acquisition and use, the stage governing how training data is sourced, licensed and quality-checked
    Almost right: this is the next stage; the control here occurs before data collection begins.
  4. Incident management, the stage defining how AI failures are detected, escalated, and remediated post-release
    Plausible but wrong: incident management handles failures after deployment, not pre-project justification.
The trap
Selecting data acquisition when the control explicitly occurs before any data is collected.

How to remember it

Evaluating necessity and risk before data or modeling is the use-case assessment stage.

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