# P02 — FAIR Data Standards

<div class="principle-header" id="bkmrk-scd-p02-%C2%A0%C2%B7%C2%A0-principl"><div class="principle-id">SCD-P02 · Principle 2 of 10</div><div class="principle-title">FAIR Data Standards</div><div class="principle-tagline">“Findable. Accessible. Interoperable. Reusable.”</div> <span class="category-badge">Technical Layer</span></div>## Definition

<div class="definition-box" id="bkmrk-climate-data-must-co">Climate data must conform to FAIR principles: Findable (machine-readable metadata, persistent identifiers such as DOIs or stable URLs), Accessible (open API or public download, no authentication required), Interoperable (standard open formats: JSON-LD, GeoJSON, CSV, NetCDF), and Reusable (explicit open licence, fully documented provenance).</div>## Rationale

<div class="rationale-box" id="bkmrk-fair-compliance-is-a">FAIR compliance is a prerequisite for integration into global platforms (Climate TRACE, GFW, EDGAR) and for citation in ISSB S2 and EU CSRD disclosures. Data that is not FAIR cannot contribute to the AI-driven due-diligence economy. The 'From FAIR to FAIR²' framework (Frontiers, 2025) extends FAIR to also require machine-actionability — data that an AI agent can not only read but act upon.</div>## Implementation Steps

1. Assign a persistent identifier (DOI or stable public URL) to every dataset.
2. Publish data in at least one open format: JSON, CSV, GeoJSON, or NetCDF.
3. Add schema.org or DataCatalog markup to all public data pages.
4. Declare a Creative Commons or equivalent open licence on every dataset.
5. Register datasets with a public catalogue (CKAN, DataCite, or national open data portal).

## Compliance Checklist

<table class="checklist-table" id="bkmrk-criterionwhat-it-mea"> <thead><tr><th></th><th>Criterion</th><th>What it means</th></tr></thead> <tbody><tr><td>☐</td><td>**Persistent identifiers assigned**</td><td>Every dataset has a DOI or stable URL that will not change.</td></tr><tr><td>☐</td><td>**Open format export available**</td><td>Data downloadable as JSON, CSV, or GeoJSON without login.</td></tr><tr><td>☐</td><td>**schema.org markup present**</td><td>Dataset metadata is readable by Google Dataset Search and AI agents.</td></tr><tr><td>☐</td><td>**Licence declared**</td><td>Explicit open licence (CC-BY 4.0 recommended) on every dataset.</td></tr></tbody></table>

## Regulatory References

- FAIR Data Principles — Wilkinson et al., Scientific Data (2016)
- EU CSRD — Art. 8 Digital Tagging &amp; Machine-Readable Reporting
- ISSB IFRS S2 — Appendix A (Definitions, data quality)

## Recommended Tools and Platforms

<span class="tag">schema.org</span> <span class="tag">DataCite</span> <span class="tag">CKAN</span> <span class="tag">Zenodo</span> <span class="tag">OpenAire</span>

## Keywords

<span class="tag tag-kw">FAIR principles</span> <span class="tag tag-kw">open data</span> <span class="tag tag-kw">interoperability</span> <span class="tag tag-kw">schema.org</span> <span class="tag tag-kw">machine-readable</span> <span class="tag tag-kw">data catalogue</span>

<div class="related" id="bkmrk-related-principles%3A-"> **Related Principles:** [SCD-P01](https://wiki.cleantechhub.net/books/sovereign-climate-data/page/pp01) · [SCD-P06](https://wiki.cleantechhub.net/books/sovereign-climate-data/page/pp06)</div><div class="meta-footer" id="bkmrk-document-id%3A-scd-p02"> **Document ID:** SCD-P02 | **Version:** 1.0.0 | **Last Updated:** 2026-05-26 | **Category:** Technical Quality | **Source:** CleantechHUB Sovereign Climate Data Framework | **Licence:** CC-BY 4.0   
  
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