Contain affected decisions while preserving evidence | AIGP
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Contain affected decisions while preserving evidence: What should happen first?

AIGP Understanding How to Govern AI Development Medium

Contain potentially harmful decisions first, preserve evidence, and investigate concurrently rather than waiting for causal certainty.

The question

An employment-screening system produces unexpectedly high rejection rates for a protected subgroup. The cause is unknown, and investigation will take time. Existing monitoring, human oversight, and documentation controls are otherwise operating. What should happen first?

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  1. Complete root-cause analysis before intervening
    Root-cause analysis is important, but delaying containment allows potentially harmful screening outcomes to continue while uncertainty remains.
  2. Transfer final screening decisions to the supplier
    Supplier involvement may support investigation, but transferring decisions does not contain impacts or establish accountable internal intervention.
  3. Contain affected decisions while preserving evidence
    Temporarily limiting affected use, preserving records, and initiating investigation reduces ongoing harm without prejudging the eventual root cause.
  4. Retrain immediately using recent screening outcomes
    Immediate retraining risks encoding the unexplained disparity and uses outcomes whose quality and causes have not yet been established.
The trap
When harm may be continuing, prioritize proportionate containment and evidence preservation before completing causal analysis.

How to remember it

Contain potentially harmful decisions first, preserve evidence, and investigate concurrently rather than waiting for causal certainty.

How many of these would you get right?

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