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AI-DATA-STRATEGY5 MIN READ

Write the dataset datasheet before procurement

Evaluate a third-party dataset by documenting motivation, composition, collection, recommended uses, and limits.

Procurement needs to decide whether a third-party contact dataset can support an AI lead-scoring pilot without importing hidden legal or quality risk. Datasheet review: motivation -> composition -> collection -> recommended use -> limits Treating a clean sample file as proof of strategic fit. Samples usually show schema and examples, not provenance, consent, representativeness, or use constraints. Motivation Ask why the dataset was created and which decisions it was designed to support. Purpose matters because data collected for marketing enrichment may not be valid for employment, credit, healthcare, or sensitive personalization uses. Composition Check who and what is represented, missing,…

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