The missing transformation and version history prevents | AIGP
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The missing transformation and version history prevents: Which distinction is decisive for governance?

AIGP Understanding How to Govern AI Development Medium

Unrecorded origins, transformations, and versions prevent the team from establishing dataset provenance and understanding limitations.

The question

A medical-administration team uses records to route appointments without providing clinical advice. The dataset combines exports from three systems, but no one recorded source versions or the transformations applied. Which distinction is decisive for governance?

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  1. The missing transformation and version history prevents traceable provenance. ✓
    Without origins, transformations, and versions, the team cannot reliably reconstruct dataset lineage or assess resulting limitations.
  2. The dataset contains records from multiple departments.
    Multiple departments may improve coverage, but department count does not establish traceability of sources, transformations, or versions.
  3. The team should collect more records before evaluating data quality.
    More records may increase volume without repairing missing lineage, and more data does not necessarily improve fitness for use.
  4. The records are used for administrative rather than clinical purposes.
    Purpose affects appropriateness, but the question’s decisive evidence gap concerns lineage, not the administrative use alone.
The trap
Look for documented origins, transformations, and versions; broad source descriptions are not traceable lineage.

How to remember it

Unrecorded origins, transformations, and versions prevent the team from establishing dataset provenance and understanding limitations.

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