Governance, Safety & Risk Management·Task 5.3·Bloom: analyse·Difficulty 3/5·10 min read·Updated 2026-07-14

Review Placement Trade-offs for the CCAR-P Exam

Apply human-in-the-loop validation strategies

SUBy Solomon UdohReviewed by Solomon UdohAI-assisted · human-reviewed
In short
Review placement is the choice of where a human sits relative to an action: pre-action approval blocks the action until a person signs off (safest, but adds latency and does not scale); post-action audit lets the action run immediately and reviews afterward (high throughput, but only fits reversible, lower-cost decisions); and sampled review checks a fraction of decisions to monitor quality without gating each one (monitors the system rather than guarding each outcome). The right placement follows from a decision's stakes, not from a single default applied everywhere.

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