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Organizations can be at very different stages in implementing FAIR data principles at a given time. This variance presents challenges, among others, for their leadership to assess, qualify, measure and manage progress towards FAIR implementation. Benchmarking across organizations or even within one department can be very hard. Organizations must spend significant time clarifying situations, defining possible actions for desired outcomes, and road mapping, which . This further complicates the identification of stakeholders, resources needed, and as well as internal and external partners required to implement FAIR data principles to produce desired outcomes.

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