Provide process facts and applicant-specific decision | AIGP
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Provide process facts and applicant-specific decision: Which communication plan best separates the relevant

AIGP Understanding the Foundations of AI Governance Medium

Use transparency for system events and explainability for how an applicant’s ranking was produced.

The question

A research administrator must brief applicants about a grant-ranking system. Applicants need to know what information the system used and how their ranking was produced; the administrator also needs records of system operation. Which communication plan best separates the relevant concepts?

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  1. Provide only a technical account of model architecture.
    Architecture may describe the system, but it does not explain the applicant’s ranking or document operational events.
  2. Publish system operation records without decision reasoning.
    Records may show what happened, but applicants also need information about how their rankings were produced.
  3. Provide process facts and applicant-specific decision reasoning.
    Transparency addresses what happened, while explainability addresses how the applicant’s decision was made.
  4. Offer contextual meaning without documenting system events.
    Interpretation can clarify meaning, but omitting operational facts leaves the transparency requirement unmet.
The trap
Map “what happened” to transparency and “how decided” to explainability.

How to remember it

Use transparency for system events and explainability for how an applicant’s ranking was produced.

How many of these would you get right?

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Part of the Certsqill AIGP question bank · Understanding the Foundations of AI Governance · Every answer, right and wrong, comes with its own explanation.