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Implementing the FAIR and CARE Principles Simultaneously: Emerging Insights from IPBES Cover

Implementing the FAIR and CARE Principles Simultaneously: Emerging Insights from IPBES

Open Access
|Feb 2026

Figures & Tables

Figure 1

Consolidated results for our evaluation matrix, combinations of FAIR and CARE sub-principles are shown as 1) aligned in blue (78%), 2) independent in grey (21%), and 3) contradictory in orange (2%).

Table SM.1

The FAIR Guiding principles and sub-principles, their official definitions and the (summarised) definitions used for the evaluation of the joint implementations.

PRINCIPLESSUB-PRINCIPLESOFFICIAL DEFINITIONDEFINITION USED IN MATRIX
FindableF1(Meta)data are assigned a globally unique and persistent identifierUnique and persistent identifier
F2Data are described with rich metadata (defined by R1 below)Rich metadata
F3Metadata clearly and explicitly include the identifier of the data it describesMetadata include identifier of data
F4(Meta)data are registered or indexed in a searchable resourceSearchable resource
AccessibleA1(Meta)data are retrievable by their identifier using a standardised communications protocolRetrievable by identifier
A1.1The protocol is open, free, and universally implementableOpen, free, universally implementable
A1.2The protocol allows for an authentication and authorization procedure, where necessaryAuthentication and authorisation procedure
A2Metadata are accessible, even when the data are no longer availableMetadata remain accessible
InteroperableI1(Meta)data use a formal, accessible, shared, and broadly applicable language for knowledge representation.Formal, accessible, shared language
I2(Meta)data use vocabularies that follow FAIR principlesVocabularies that follow FAIR
I3(Meta)data include qualified references to other (meta)dataReferences to other (meta)data
ReusableR1(Meta)data are richly described with a plurality of accurate and relevant attributesRich description of (meta)data
R1.1(Meta)data are released with a clear and accessible data usage licenceClear and accessible data usage licence
R1.2(Meta)data are associated with detailed provenanceDetailed provenance
R1.3(Meta)data meet domain-relevant community standardsDomain-relevant community standards
Table SM.2

The CARE principles for Indigenous Data Governance and sub-principles, their official definitions and the (summarised) definitions used for the evaluation of the joint implementations.

PRINCIPLESSUB-PRINCIPLESOFFICIAL DEFINITIONDEFINITION USED IN MATRIX
Collective benefitC1For inclusive development and innovationActive support of use and reuse of data
C2For improved governance and citizen engagementEthical use of open data
C3For equitable outcomesAny value created should benefit Indigenous communities
Authority to controlA1Recognising rights and interestsRecognises rights and interests and free, prior and informed consent
A2Data for governanceData for governance: right to relevant data
A3Governance of dataGovernance of data: develop protocols
ResponsibilityR1For positive relationshipsRespectful and dignified
R2For expanding capability and capacityExpand capability and capacity of Indigenous Peoples
R3For Indigenous languages and worldviewsRespect for languages and worldviews
EthicsE1For minimising harm and maximising benefitMinimising harm and maximising benefit, no stigmatising
E2For justiceJustice: address imbalances in power and resources and human rights
E3For future useFuture use
Figure SM.1

Top (1a): Scoring results shown with a colour gradient. Darkest blue indicates unanimous agreement, followed by majority agreement (3 of 4 evaluators), 50–50 choices, and lightest blue where all three options were chosen. Principles and sub-principles are defined in Tables SM.1–SM.2. Circles with crosses mark sub-principle pairs where one or two evaluators judged a contradiction; none had more than two. Bottom (1b): Consensus matrix (step 3). Circles with crosses indicate contradictions at the data level. Darkest cells (sea green) represent alignments, while lighter cells (jade) without crosses represent sub-principle pairs that can be implemented independently.

Language: English
Page range: 3 - 3
Submitted on: May 21, 2025
Accepted on: Dec 24, 2025
Published on: Feb 4, 2026
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2026 Renske M. Gudde, Rainer M. Krug, Yanina V. Sica, Howard P. Nelson, Félicie Françoise, Manuela Gómez-Suárez, Aidin Niamir, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.