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FAIR Maturity Matrix

The FAIR Maturity Matrix provides a structured way to assess, compare, and discuss FAIR implementation maturity across organizations and use cases.

Relevance

FAIR implementation is an organizational transformation topic, not only a data-management topic. A maturity model helps teams clarify where they are, what capabilities need development, and how FAIR investments relate to business and scientific value.

Contribution

Giovanni contributed as project manager and team lead for the FAIR Maturity Matrix work within the Pistoia Alliance FAIR implementation context.

Strategic themes

  • Benchmarking FAIR maturity.
  • Making FAIR implementation discussable across organizations.
  • Connecting FAIR maturity to roadmaps and business-value conversations.
  • Supporting decision-makers who need a practical framework rather than abstract principles.