Glossary · Security & governance

Datasheet for Datasets

Structured documentation of a dataset's motivation, composition, collection process, preprocessing, uses, distribution, maintenance, and known limitations.

Why it matters

A dataset is not safe or suitable merely because it is available. Downstream builders need evidence about how it was created and where its assumptions break.

In practice

Publish the datasheet with a versioned dataset, identify who can answer questions, record excluded populations and transformations, and update the document when the dataset changes.

Common confusion

A datasheet documents evidence and intended use. It is not a license, quality guarantee, or substitute for deployment-specific evaluation.

Related terms

Sources

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