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.

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.

Data documentation is a governance requirement that is often overlooked. Mandating datasheets for all training datasets improves data quality oversight, supports bias detection and creates an audit trail for regulatory compliance.