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v2026.1714 entries · CC-BY 4.0

Direct comparison

FAIR vs CARE — data principles compared

FAIR (Findable, Accessible, Interoperable, Reusable) defines how data should be machine-actionable. CARE (Collective benefit, Authority to control, Responsibility, Ethics) defines how Indigenous data should be governed. They complement rather than compete.

Side-by-side comparison

DimensionFAIRCARE
Acronym expansionFindable, Accessible, Interoperable, ReusableCollective benefit, Authority to control, Responsibility, Ethics
Year published2016 (Wilkinson et al., Nature Scientific Data)2020 (Global Indigenous Data Alliance)
Primary focusTechnical data quality + reusePeople, communities, Indigenous Peoples' authority
Originating communityForce11 + DataCite + research-data communityGlobal Indigenous Data Alliance (GIDA)
Stewardship todayResearch Data Alliance, GO FAIR initiativeGIDA
Implementation conventionsMetadata standards, repository indicators, FAIR-by-design toolingTraditional Knowledge labels (Local Contexts), FPIC frameworks, data sovereignty acts
Relevant toAll research dataIndigenous data + community data; increasingly other community-relevant datasets

Common questions

FAQ

Are FAIR and CARE compatible?+

Yes — most modern frameworks (e.g., GIDA, ARDC) recommend "FAIR + CARE" together. FAIR alone can be problematic for Indigenous data without CARE's people-first commitments.

When does CARE override FAIR?+

When the two conflict — typically around data accessibility. FAIR says "as open as possible"; CARE may require restricted access via community authority. CARE takes precedence on Indigenous data.

Adopted by research universities worldwide

University of Cambridge logoColumbia University logoUniversity of Edinburgh logoHarvard University logoMassachusetts Institute of Technology logoUniversity of Oxford logoPrinceton University logoStanford School of Medicine logoUniversity College London logoUniversity of Cambridge logoColumbia University logoUniversity of Edinburgh logoHarvard University logoMassachusetts Institute of Technology logoUniversity of Oxford logoPrinceton University logoStanford School of Medicine logoUniversity College London logo
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