Datasheet for Datasets
A documentation framework that describes the motivation, composition, collection process, intended uses and ethical considerations of a dataset used for AI training.
In plain language
Like a product spec sheet, but for data. It documents where the data came from, how it was collected, what's in it and any known limitations, helping others decide if the data is appropriate for their use.
Why this matters
Data documentation is a governance requirement that is often overlooked but improves data quality oversight and bias detection. Mandating datasheets for all training datasets creates an audit trail for regulatory compliance and supports informed decision-making about dataset appropriateness.
Relevance
GovernanceDatasheets provide structured documentation that enables organisations to assess data fitness for use, identify bias risks and maintain compliance records for AI systems.
Related terms
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