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Summary Profile: Level 4 “Really FAIR”

Level 4 - Capabilities 

Additionally to level 3 capabilities, FAIR data is prevalent across departments and divisions, with consistent use of persistent identifiers, controlled vocabularies for key domains and business areas. Data is described in cross-domain models, and applying enterprise-level metadata standards. FAIR tools enable automated data exploration and reuse.

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Facilitated regulatory compliance and auditing. Interoperability enables data-set integration. Data exchange across functions enabled insight generation (e.g., competitive intelligence, market access, clinical development), and quality AI training data sets for LLM.

Level 4 - Questions to ask

  • Are the metadata “grounded” in shared vocabularies?

  • Does the data and metadata make relaxed use of ontologies and vocabularies that are themselves, FAIR?

  • (WIP input needed): questions that speak to other dimensions

Level 4 - FAIR data

One can find "FAIR" data across departments and divisions in an organization.

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