Human involvement may not remove consequential: What specific | AIGP
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Human involvement may not remove consequential: What specific risk remains?

AIGP Understanding the Foundations of AI Governance Medium

Human review does not eliminate risk when AI prioritization can shape reviewer attention and grant outcomes.

The question

A university research office proposes an AI tool to prioritize grant applications. The tool will influence reviewer attention but will not make final awards. The office proposes approving it under the lowest tier because humans remain involved. What specific risk remains?

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  1. The lowest tier is sufficient whenever reviewers retain discretion.
    Reviewer discretion does not prove low risk because prioritized attention can shape outcomes and reproduce data or proxy limitations.
  2. The tool must be prohibited because research uses require no automation.
    The facts do not establish a universal prohibition; governance should assess actual use, impacts, evidence, and controls instead.
  3. Human involvement may not remove consequential prioritization risk. ✓
    Even without final authority, ranking can influence attention and access, so risk-tiering should consider actual effects rather than nominal human control.
  4. A supplier certification resolves the remaining prioritization concern.
    Certification is scoped evidence and cannot by itself establish suitability for this applicant population and consequential workflow.
The trap
Human involvement is a control, not automatic proof of low risk; assess how outputs influence consequential decisions.

How to remember it

Human review does not eliminate risk when AI prioritization can shape reviewer attention and grant outcomes.

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