Verify provenance and fitness before reuse: What should | AIGP
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Verify provenance and fitness before reuse: What should approval require first?

AIGP Understanding the Foundations of AI Governance Easy

Confirm provenance and intended-use fitness before reusing historical claims data for fraud detection.

The question

An insurer wants to reuse historical claims data to train a fraud-detection model. The data team can locate the files but has not documented their origins, transformations, or suitability for the new purpose. What should approval require first?

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  1. Ask analysts to confirm that the files open correctly.
    Technical accessibility does not show whether records are complete, representative, appropriately transformed, or suitable for the new purpose.
  2. Increase the dataset size with additional historical claims.
    More data does not establish provenance or improve fitness when the existing data’s suitability and limitations remain unknown.
  3. Verify provenance and fitness before reuse. ✓
    This establishes where the claims data came from and whether its quality, appropriateness, and limitations fit fraud detection.
  4. Use the original claims purpose as evidence of suitability.
    A prior collection purpose does not by itself establish fitness for a different fraud-detection use.
The trap
Separate data availability from data fitness; lineage and intended-use appropriateness come first.

How to remember it

Confirm provenance and intended-use fitness before reusing historical claims data for fraud detection.

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