Bibliography and Links
This collects the external sources from the chapters' "Sources" sections. Links to other chapters of the book are not included in this list.
Catalog registries
- dataportals-registry, release 1.27.0
- Trust score in the registry
- re3data
- FAIRsharing
- dataportals.org, Open Data Inception, CKAN ecosystem catalog
- Vocabulary and ontology registries: BARTOC, Linked Open Vocabularies, Ontology Lookup Service, FAIR Data Point index
- European register for protected public sector data on data.europa.eu
- Registry of Open Data on AWS and the AWS Open Data Sponsorship Program
- Source Cooperative
Standards
- DCAT 3 (W3C), Recommendation of 22 August 2024
- DCAT-AP 3.0.1, SEMIC recommendation of 27 October 2025; 3.0.2 draft
- DCAT-US 3.0
- GeoDCAT-AP 3.1.0
- schema.org/Dataset
- SKOS, XKOS, OWL 2
- ISO/IEC 11179-3:2023, metadata registries
- HealthDCAT-AP, 2026 draft specification
- FAIR Data Point specification
- DataCite and the DataCite Metadata Schema 4.7
- Persistent identifiers: DOI states in DataCite, tombstone pages, DataCite fees, Crossref sanctions policy, Handle.Net Registry, ARK Alliance, w3id.org, PURL, CSTR
- DDI
- SDMX
- STAC
- OAI-PMH 2.0, robots.txt, RFC 9309
- Frictionless Data Package and Table Schema, CSV on the Web, the schema.data.gouv.fr schema catalog
- CITATION.cff
- Citation: DataCite content negotiation, CSL styles repository, exposing metadata to Zotero, GOST R 7.0.108-2022 (in Russian): references to electronic documents on networks
- Croissant 1.1
- RO-Crate 1.3, CDIF
- Hugging Face datasets
Platforms
- CKAN 2.12 documentation and the CKAN ecosystem catalog: extensions and portals
- InvenioRDM customisation, Dataverse external tools, GeoNetwork schema plugins, GeoServer community modules
- ckanext-dcat
- ckanext-doi, ckanext-citeproc
- Custom description fields: ckanext-scheming, Dataverse metadata blocks, InvenioRDM custom fields, GeoNetwork schema plugins, Huwise templates, World Bank Metadata Editor
- Dataverse features and data citation
- InvenioRDM licence, MIT
- GeoNetwork licence, GPL-2.0
- DKAN licence, GPL-2.0
- PxWeb and PxWebApi 2, .Stat Suite, SDMX-RI, Fusion Metadata Registry, DHIS2
- SDMX, JSON-stat, StatDCAT-AP
- ERDDAP, wis2box, Fairdata
- Harvesting in GeoNetwork, pycsw
- JKAN, Open SDG, PortalJS, Datasette
- Zenodo and archiving GitHub releases
- Metadata catalogs: FAIR Data Point, Skosmos, OntoPortal, OLS, MOLGENIS
Practices and methodologies
- Michael Nygard, Documenting Architecture Decisions, 15 November 2011: a short decision record with context, the decision itself and consequences; a superseded record is kept
- Data on the Web Best Practices (W3C), 31 January 2017: update frequency, explaining unavailable data, collecting and publishing feedback
- GSA, DCAT-US v3.0 Implementation Guide, revision 1.1 of 9 September 2026: inventory, a mandatory contact, withdrawing a dataset with an explanation
- data.gouv.fr guide: publishing a dataset (in French): with regular updates the record is sent via the API
- FAIR Principles
- International Open Data Charter, 2015
- 5-star open data
- T. E. Hardwicke et al., Analytic reproducibility in articles receiving open data badges at the journal Psychological Science, Royal Society Open Science, 2021: of 25 articles with an open data badge, the checked figures matched in 9 without help from the authors
- Joint Declaration of Data Citation Principles, FORCE11, 2014
- Research Data Alliance, Precise, Actionable Reference to Dynamic Data, 2025: how to cite dynamic data and parts of it
- Make Data Count, Data Citation Corpus: a corpus of data citations; GBIF citation guidelines: download DOIs and derived datasets
- Creative Commons
- Open Definition 2.1: what counts as an open licence; commercial use allowed, no ban on commercial use or on changes
- SPDX licence list
- CoreTrustSeal
- Open Data Maturity, 2025 report: a survey of 36 countries; EU-27 average 86%, all participants 81%; methodology: four dimensions at 25% each
- MQA: an assessment of the records data.europa.eu has harvested from portals; catalog scale 0 to 7.5; methodology, page of 6 October 2026
- OECD, Digital Government Index and OURdata Index: 2025 Results and Key Findings, 16 February 2026: OECD average 0.53 against 0.48 in the 2023 edition
- Global Data Barometer, second edition, 29 May 2025: 43 countries in Africa and Latin America
- Open Data Inventory (ODIN), 2024/25 edition: 197 countries
- Open Data Barometer: last full edition in May 2017; Global Open Data Index: archived, last edition 2016/17
How people search for data
- N. W. Paton, J. Chen, Z. Wu. Dataset Discovery and Exploration: A Survey. ACM Computing Surveys, 2023: a review of methods for discovering and exploring datasets
- K. Gregory, P. Groth, A. Scharnhorst, S. Wyatt. Lost or Found? Discovering Data Needed for Research. Harvard Data Science Review, 2020: how researchers look for other people's data, based on an international survey
- K. Sostek, D. M. Russell, N. Goyal, T. Alrashed, S. Dugall, N. Noy. Discovering Datasets on the Web Scale: Challenges and Recommendations for Google Dataset Search. Harvard Data Science Review, 2024: the experience of Google Dataset Search
- Web Data Commons: schema.org markup from Common Crawl: how much Dataset markup, and of what kind, appears on the web
- Handbook on Using Administrative Data for Research and Evidence-based Policy: how to find and obtain administrative data for research
- I. Begtin's blog begtin.substack.com (in Russian): analyses of portals, data search and publishing practices cited in the book's chapters
- I. Begtin's Telegram channel @begtin (in Russian): short notes on portals, their closure and archiving since 2016; individual posts are cited in the chapters' "Sources" sections
Preservation and closure of data
- Pew Research Center, When Online Content Disappears, 2024: the share of vanished pages and broken links on websites
- T. Berners-Lee, Cool URIs don't change, 1998; W3C URI persistence policy
- M. Laakso, L. Matthias, N. Jahn, Open is not forever: a study of vanished open access journals, 2020
- Sunlight Foundation, Classifying changes to public access to information on US government websites, 2017: eight ways government information disappears
- Esli Byt Tochnym ("To Be Precise"), In 2025, 140 datasets disappeared in Russia and 425 indicators stopped being updated (in Russian), 2025
- Congressional Research Service, Data.gov: Implementation and Perspectives on Its Functions, 2026
- End of Term Web Archive, Data Rescue Project, Harvard LIL: data.gov archive, National Digital Archive (in Russian)
- Platform closures: data.world, A fond farewell, 2026; Microsoft, Retiring the Planetary Computer Hub, 2024; QRI, Winding Qri Down, 2022
- BagIt, RFC 8493, WACZ
Data for AI
-
Open Data Institute, The UK government as a data provider for AI, November 2024: general-purpose models hardly remember data.gov.uk figures
-
Open Data Institute, A framework for AI-ready data, version 2, December 2025
-
Open Data Product Specification: describing a data product
-
Data Spaces Support Centre, Blueprint 3.0, February 2026; CEN/CLC/TS 18331:2026: data space maturity assessment
-
OMB, memorandum M-25-05, 15 January 2025: an inventory of all data assets, updated within 90 days and at least once a year, a
data.jsonfile; training AI is named among the purposes of open access -
Open Knowledge Foundation, MCP for Open Data Portals: Trust Depends on Understanding the Data, June 2026: MCP pilots in Brazil and Uruguay, frequent questions as tests
-
Open Data Watch, Making Official Statistics Work in an AI-Driven World, September 2026: official MCP servers of statistical offices
-
World Bank, Data360 MCP: a server with agent instructions and a coverage check
Innovative catalogs
- data.gouv.fr, API tabulaire (in French): an API for every tabular file
- Overture Maps, GERS: persistent object identifiers
- DoltHub, What is Dolt?: table versions as in Git
- OpenNeuro, user guide; DANDI, publishing Dandisets: checks on entry
- Copernicus Data Space Ecosystem, openEO: processing next to the data
- Data Commons, HDX HAPI, OpenSanctions, statement model: combining many sources
- microdata.no, Redivis, access levels: tiered access
EU law
- INSPIRE Directive 2007/2/EC
- Directive (EU) 2019/1024 on open data
- Regulation (EU) 2023/138 on high-value datasets
- Regulation (EU) 2022/868, the Data Governance Act
- Regulation (EU) 2025/327 on the European Health Data Space (EHDS)
- Regulation (EU) 2023/2854, the Data Act
- Regulation (EU) 2024/1689 on artificial intelligence: a training data summary from general-purpose model providers