{
  "name": "Data Exchange Platform: data source catalogue",
  "version": "1.0.0",
  "updated": "2026-10-27",
  "publisher": "Humanity Solutions",
  "homepage": "https://dataexchangeplatform.io/sources.html",
  "licence": "CC BY 4.0",
  "licence_url": "https://creativecommons.org/licenses/by/4.0/",
  "schema": "https://dataexchangeplatform.io/data/catalogue-v1.schema.json",
  "note": "Metadata about data sources. Each source keeps its own licence and terms; check them at the source. A listing is not an endorsement.",
  "access_models": {
    "open": "Open",
    "paid": "Paid or licensed",
    "application": "On application",
    "commissioned": "Commissioned"
  },
  "domains": [
    {
      "id": "heat",
      "name": "Heat & cooling",
      "summary": "Heat stress, urban heat islands, cooling measures and the buildings and people most at risk."
    },
    {
      "id": "water",
      "name": "Water & flooding",
      "summary": "Flood and drought risk, water quality and use, and how water is governed and shared."
    },
    {
      "id": "supply-chains",
      "name": "Supply chains & industry",
      "summary": "Trade dependencies, disruptions, circular materials, and buildings, machines and skills that can be reused."
    },
    {
      "id": "human-ai",
      "name": "Work with AI & robotics",
      "summary": "How organisations adopt AI and robotics, how teams work with them, and what that means for jobs and skills."
    },
    {
      "id": "civic",
      "name": "Participation & public services",
      "summary": "How people take part in decisions, and how well public services, online and offline, work for them."
    },
    {
      "id": "migration",
      "name": "Migration & inclusion",
      "summary": "Movement of people, displacement, and how newcomers find housing, work and a place in society."
    },
    {
      "id": "capital",
      "name": "Property, assets & investment",
      "summary": "Land, buildings, company and insolvency registers, and investment flows, including in emerging markets."
    },
    {
      "id": "aspirations",
      "name": "Aspirations & community",
      "summary": "What communities and organisations want to change and by when, who commits to it, and how wellbeing develops."
    }
  ],
  "sources": [
    {
      "id": "ai-index",
      "name": "AI Index",
      "publisher": "Stanford Institute for Human-Centered AI",
      "url": "https://hai.stanford.edu/ai-index",
      "description": "Yearly report and data on AI research, investment, adoption, policy and public opinion.",
      "use_for": "Quote trusted yearly figures on AI investment and adoption.",
      "domains": [
        "human-ai"
      ],
      "coverage": "Global",
      "formats": [
        "Report",
        "CSV"
      ],
      "model": "open",
      "access": "Open",
      "licence": "See publisher terms",
      "type": "Research data",
      "listed": "2026-10-27"
    },
    {
      "id": "wri-aqueduct",
      "name": "Aqueduct Water Risk Atlas",
      "publisher": "World Resources Institute",
      "url": "https://www.wri.org/aqueduct",
      "description": "Water stress, flood and drought risk indicators by river basin, including future projections.",
      "use_for": "Screen supplier or production locations for water risk.",
      "domains": [
        "water",
        "supply-chains"
      ],
      "coverage": "Global",
      "formats": [
        "Maps",
        "CSV",
        "GIS"
      ],
      "model": "open",
      "access": "Open",
      "licence": "CC BY 4.0",
      "type": "Risk index",
      "listed": "2026-10-27"
    },
    {
      "id": "atlas-natuurlijk-kapitaal",
      "name": "Atlas Natuurlijk Kapitaal",
      "publisher": "RIVM and partners",
      "url": "https://www.atlasnatuurlijkkapitaal.nl",
      "description": "Maps of green space, trees, urban heat islands, water storage and other benefits of nature.",
      "use_for": "Check how much cooling shade and greenery an area already has.",
      "domains": [
        "heat",
        "water",
        "aspirations"
      ],
      "coverage": "Netherlands",
      "formats": [
        "Maps",
        "WMS/WFS"
      ],
      "model": "open",
      "access": "Open",
      "licence": "Varies per map layer",
      "type": "Maps",
      "listed": "2026-10-27"
    },
    {
      "id": "brainbay",
      "name": "Brainbay real estate data",
      "publisher": "Brainbay",
      "url": "https://brainbay.nl",
      "description": "Dutch housing and commercial property market data, including listings and transactions.",
      "use_for": "Value a building or compare local property prices.",
      "domains": [
        "capital"
      ],
      "coverage": "Netherlands",
      "formats": [
        "Web",
        "API"
      ],
      "model": "paid",
      "access": "Paid licence",
      "licence": "Commercial licence",
      "type": "Property data",
      "listed": "2026-10-27"
    },
    {
      "id": "briter",
      "name": "Briter Intelligence",
      "publisher": "Briter",
      "url": "https://www.briter.co",
      "description": "Data on companies, investors and deals in African and other emerging markets.",
      "use_for": "Find active investors and growing companies in an African market.",
      "domains": [
        "capital"
      ],
      "coverage": "Africa",
      "formats": [
        "Web",
        "Reports"
      ],
      "model": "paid",
      "access": "Paid subscription",
      "licence": "Commercial licence",
      "type": "Market data",
      "listed": "2026-10-27"
    },
    {
      "id": "cbs-microdata",
      "name": "CBS Microdata (Remote Access)",
      "publisher": "Statistics Netherlands (CBS)",
      "url": "https://www.cbs.nl/en-gb/our-services/customised-services-microdata/microdata-conducting-your-own-research",
      "description": "Linked record-level data on people, households, companies and addresses, analysed inside a secure CBS environment. Only aggregated results leave.",
      "use_for": "Study how newcomers or workers fare over years with linked national records.",
      "domains": [
        "migration",
        "human-ai",
        "capital",
        "aspirations",
        "civic"
      ],
      "coverage": "Netherlands",
      "formats": [
        "Secure remote access"
      ],
      "model": "application",
      "access": "Authorised institutions only; fees apply",
      "licence": "Agreement with CBS",
      "type": "Microdata",
      "listed": "2026-10-27"
    },
    {
      "id": "cbs-statline",
      "name": "CBS StatLine",
      "publisher": "Statistics Netherlands (CBS)",
      "url": "https://opendata.cbs.nl/statline",
      "description": "Official Dutch statistics on population, migration, labour, business, trade, housing and neighbourhoods.",
      "use_for": "Get neighbourhood-level figures for any Dutch municipality.",
      "domains": [
        "supply-chains",
        "human-ai",
        "migration",
        "capital",
        "aspirations",
        "civic"
      ],
      "coverage": "Netherlands",
      "formats": [
        "API",
        "CSV",
        "OData"
      ],
      "model": "open",
      "access": "Open",
      "licence": "CC BY 4.0",
      "type": "Statistics",
      "listed": "2026-10-27"
    },
    {
      "id": "insolventieregister",
      "name": "Centraal Insolventieregister",
      "publisher": "De Rechtspraak (Dutch judiciary)",
      "url": "https://insolventies.rechtspraak.nl",
      "description": "Official register of bankruptcies and other insolvency proceedings in the Netherlands.",
      "use_for": "Check whether a company is in insolvency proceedings. We only record organisations, never private individuals.",
      "domains": [
        "capital"
      ],
      "coverage": "Netherlands",
      "formats": [
        "Web"
      ],
      "model": "open",
      "access": "Open, search only",
      "licence": "Public register; check reuse terms",
      "type": "Register",
      "listed": "2026-10-27"
    },
    {
      "id": "climate-adapt",
      "name": "Climate-ADAPT",
      "publisher": "European Environment Agency and European Commission",
      "url": "https://climate-adapt.eea.europa.eu",
      "description": "European platform on climate adaptation: indicators, case studies, national strategies and adaptation options.",
      "use_for": "Find tested adaptation measures and how other cities applied them.",
      "domains": [
        "heat",
        "water",
        "aspirations"
      ],
      "coverage": "Europe",
      "formats": [
        "Web",
        "Indicators"
      ],
      "model": "open",
      "access": "Open",
      "licence": "See publisher terms",
      "type": "Knowledge base",
      "listed": "2026-10-27"
    },
    {
      "id": "constellr",
      "name": "constellr thermal data",
      "publisher": "constellr",
      "url": "https://www.constellr.com",
      "description": "Satellite-based land surface temperature data at field and street-block scale.",
      "use_for": "Find the hottest blocks in a city with measured surface temperatures.",
      "domains": [
        "heat",
        "water"
      ],
      "coverage": "Global",
      "formats": [
        "API",
        "Raster"
      ],
      "model": "paid",
      "access": "Paid licence",
      "licence": "Commercial licence",
      "type": "Earth observation",
      "listed": "2026-10-27"
    },
    {
      "id": "copernicus-cds",
      "name": "Copernicus Climate Data Store",
      "publisher": "Copernicus Climate Change Service (ECMWF)",
      "url": "https://cds.climate.copernicus.eu",
      "description": "Climate reanalysis (ERA5), seasonal forecasts, projections and derived indicators such as thermal comfort indices.",
      "use_for": "Compare past and projected heat or drought for any region in the world.",
      "domains": [
        "heat",
        "water"
      ],
      "coverage": "Global",
      "formats": [
        "API",
        "NetCDF",
        "GRIB"
      ],
      "model": "open",
      "access": "Open, free account",
      "licence": "Varies per dataset",
      "type": "Climate data",
      "listed": "2026-10-27"
    },
    {
      "id": "copernicus-land",
      "name": "Copernicus Land Monitoring Service",
      "publisher": "European Environment Agency (Copernicus)",
      "url": "https://land.copernicus.eu",
      "description": "Land cover, Urban Atlas, sealed surfaces, tree cover and other land monitoring layers.",
      "use_for": "Measure paved versus green surface across cities and sites.",
      "domains": [
        "heat",
        "water",
        "capital"
      ],
      "coverage": "Europe",
      "formats": [
        "GIS",
        "Raster",
        "API"
      ],
      "model": "open",
      "access": "Open, free account",
      "licence": "Free and open (Copernicus data policy)",
      "type": "Geodata",
      "listed": "2026-10-27"
    },
    {
      "id": "creditsafe",
      "name": "Creditsafe company reports",
      "publisher": "Creditsafe",
      "url": "https://www.creditsafe.com",
      "description": "Credit reports, payment behaviour and financial health indicators for companies.",
      "use_for": "Check whether a counterparty is financially healthy before a deal.",
      "domains": [
        "capital"
      ],
      "coverage": "Global",
      "formats": [
        "Web",
        "API"
      ],
      "model": "paid",
      "access": "Paid subscription",
      "licence": "Commercial licence",
      "type": "Company data",
      "listed": "2026-10-27"
    },
    {
      "id": "crunchbase",
      "name": "Crunchbase",
      "publisher": "Crunchbase",
      "url": "https://www.crunchbase.com",
      "description": "Start-up and private company data with funding rounds, investors and acquisitions.",
      "use_for": "See who invests in a sector or technology.",
      "domains": [
        "capital",
        "human-ai"
      ],
      "coverage": "Global",
      "formats": [
        "Web",
        "API",
        "CSV"
      ],
      "model": "paid",
      "access": "Free tier; full data paid",
      "licence": "Commercial licence",
      "type": "Company data",
      "listed": "2026-10-27"
    },
    {
      "id": "data-europa-eu",
      "name": "data.europa.eu",
      "publisher": "Publications Office of the European Union",
      "url": "https://data.europa.eu",
      "description": "The official portal for open data from EU institutions and national portals across Europe.",
      "use_for": "Search across thousands of European public datasets at once.",
      "domains": [
        "heat",
        "water",
        "supply-chains",
        "human-ai",
        "civic",
        "migration",
        "capital",
        "aspirations"
      ],
      "coverage": "Europe",
      "formats": [
        "API",
        "CSV",
        "SPARQL"
      ],
      "model": "open",
      "access": "Open",
      "licence": "Varies per dataset",
      "type": "Portal",
      "listed": "2026-10-27"
    },
    {
      "id": "data-overheid-nl",
      "name": "data.overheid.nl",
      "publisher": "Government of the Netherlands",
      "url": "https://data.overheid.nl",
      "description": "The Dutch national register of open government data from ministries, provinces, municipalities and water boards.",
      "use_for": "Find the official dataset behind a Dutch policy topic.",
      "domains": [
        "heat",
        "water",
        "supply-chains",
        "civic",
        "migration",
        "capital",
        "aspirations"
      ],
      "coverage": "Netherlands",
      "formats": [
        "API",
        "CSV"
      ],
      "model": "open",
      "access": "Open",
      "licence": "Varies per dataset",
      "type": "Portal",
      "listed": "2026-10-27"
    },
    {
      "id": "iom-dtm",
      "name": "Displacement Tracking Matrix",
      "publisher": "International Organization for Migration (IOM)",
      "url": "https://dtm.iom.int",
      "description": "Data on displacement and population movement in crisis-affected areas.",
      "use_for": "Follow displacement trends in a specific crisis.",
      "domains": [
        "migration"
      ],
      "coverage": "Global",
      "formats": [
        "Web",
        "CSV"
      ],
      "model": "open",
      "access": "Open, some data on request",
      "licence": "See publisher terms",
      "type": "Monitoring",
      "listed": "2026-10-27"
    },
    {
      "id": "dun-bradstreet",
      "name": "Dun & Bradstreet business data",
      "publisher": "Dun & Bradstreet",
      "url": "https://www.dnb.com",
      "description": "Company identifiers (D-U-N-S), firmographics, corporate family trees and risk scores.",
      "use_for": "Check supplier risk and corporate links at scale.",
      "domains": [
        "capital",
        "supply-chains"
      ],
      "coverage": "Global",
      "formats": [
        "Web",
        "API"
      ],
      "model": "paid",
      "access": "Paid subscription",
      "licence": "Commercial licence",
      "type": "Company data",
      "listed": "2026-10-27"
    },
    {
      "id": "eea-datahub",
      "name": "EEA Datahub",
      "publisher": "European Environment Agency",
      "url": "https://www.eea.europa.eu/en/datahub",
      "description": "European environmental datasets on water quality and quantity, climate, air, land and industrial emissions.",
      "use_for": "Compare water quality or emissions across European regions.",
      "domains": [
        "water",
        "heat"
      ],
      "coverage": "Europe",
      "formats": [
        "CSV",
        "GIS",
        "API"
      ],
      "model": "open",
      "access": "Open",
      "licence": "Varies per dataset",
      "type": "Portal",
      "listed": "2026-10-27"
    },
    {
      "id": "european-drought-observatory",
      "name": "European Drought Observatory",
      "publisher": "European Commission, Joint Research Centre (Copernicus Emergency Management Service)",
      "url": "https://drought.emergency.copernicus.eu",
      "description": "Drought indicators such as soil moisture, precipitation anomalies and a combined drought indicator.",
      "use_for": "Track drought stress in a region over recent months.",
      "domains": [
        "water"
      ],
      "coverage": "Europe",
      "formats": [
        "Maps",
        "Web services"
      ],
      "model": "open",
      "access": "Open",
      "licence": "See publisher terms",
      "type": "Indicators",
      "listed": "2026-10-27"
    },
    {
      "id": "eurostat",
      "name": "Eurostat database",
      "publisher": "Eurostat, European Commission",
      "url": "https://ec.europa.eu/eurostat/data/database",
      "description": "Official EU statistics on trade, industry, the circular economy, digital use by companies, migration, housing and living conditions.",
      "use_for": "Compare regions on almost any economic or social indicator.",
      "domains": [
        "supply-chains",
        "human-ai",
        "migration",
        "capital",
        "aspirations"
      ],
      "coverage": "Europe",
      "formats": [
        "API",
        "CSV",
        "SDMX"
      ],
      "model": "open",
      "access": "Open",
      "licence": "CC BY 4.0",
      "type": "Statistics",
      "listed": "2026-10-27"
    },
    {
      "id": "eurostat-microdata",
      "name": "Eurostat microdata for research",
      "publisher": "Eurostat, European Commission",
      "url": "https://ec.europa.eu/eurostat/web/microdata",
      "description": "Anonymised record-level survey data such as the Labour Force Survey and EU-SILC living conditions survey.",
      "use_for": "Compare employment or living conditions of groups across EU countries.",
      "domains": [
        "migration",
        "human-ai",
        "aspirations"
      ],
      "coverage": "Europe",
      "formats": [
        "Download after approval"
      ],
      "model": "application",
      "access": "Recognised research entities, on application",
      "licence": "Agreement with Eurostat",
      "type": "Microdata",
      "listed": "2026-10-27"
    },
    {
      "id": "eurostat-digital",
      "name": "Eurostat: digital economy and society",
      "publisher": "Eurostat, European Commission",
      "url": "https://ec.europa.eu/eurostat/web/digital-economy-and-society",
      "description": "Surveys on how companies and people use digital technology, including AI use by enterprises and use of online public services.",
      "use_for": "Track the share of companies using AI by sector and country.",
      "domains": [
        "human-ai",
        "civic"
      ],
      "coverage": "Europe",
      "formats": [
        "API",
        "CSV"
      ],
      "model": "open",
      "access": "Open",
      "licence": "CC BY 4.0",
      "type": "Statistics",
      "listed": "2026-10-27"
    },
    {
      "id": "fathom",
      "name": "Fathom flood data",
      "publisher": "Fathom",
      "url": "https://www.fathom.global",
      "description": "Global flood hazard maps for river, coastal and rain flooding, now and under climate scenarios.",
      "use_for": "Screen sites or portfolios for flood exposure.",
      "domains": [
        "water",
        "capital"
      ],
      "coverage": "Global",
      "formats": [
        "GIS",
        "API"
      ],
      "model": "paid",
      "access": "Paid licence",
      "licence": "Commercial licence",
      "type": "Risk data",
      "listed": "2026-10-27"
    },
    {
      "id": "gleif",
      "name": "GLEIF LEI data",
      "publisher": "Global Legal Entity Identifier Foundation",
      "url": "https://www.gleif.org",
      "description": "Legal Entity Identifiers with reference data on legal entities and their parent companies.",
      "use_for": "Identify an organisation unambiguously and see who owns it.",
      "domains": [
        "capital"
      ],
      "coverage": "Global",
      "formats": [
        "API",
        "CSV",
        "XML"
      ],
      "model": "open",
      "access": "Open",
      "licence": "CC0 1.0",
      "type": "Register",
      "listed": "2026-10-27"
    },
    {
      "id": "hdx",
      "name": "Humanitarian Data Exchange (HDX)",
      "publisher": "UN OCHA",
      "url": "https://data.humdata.org",
      "description": "Open platform for humanitarian datasets shared by agencies, NGOs and researchers.",
      "use_for": "Find local data on population, needs and infrastructure in crisis areas.",
      "domains": [
        "migration",
        "water",
        "heat",
        "aspirations"
      ],
      "coverage": "Global",
      "formats": [
        "API",
        "CSV",
        "GIS"
      ],
      "model": "open",
      "access": "Open",
      "licence": "Varies per dataset",
      "type": "Portal",
      "listed": "2026-10-27"
    },
    {
      "id": "ilostat",
      "name": "ILOSTAT",
      "publisher": "International Labour Organization",
      "url": "https://ilostat.ilo.org",
      "description": "Labour statistics on employment, wages, working time, occupations and labour migration.",
      "use_for": "See how employment shifts between occupations over time.",
      "domains": [
        "human-ai",
        "migration"
      ],
      "coverage": "Global",
      "formats": [
        "API",
        "CSV"
      ],
      "model": "open",
      "access": "Open",
      "licence": "CC BY 4.0",
      "type": "Statistics",
      "listed": "2026-10-27"
    },
    {
      "id": "imf-data",
      "name": "IMF Data",
      "publisher": "International Monetary Fund",
      "url": "https://data.imf.org",
      "description": "Macroeconomic and financial statistics, including balance of payments and direct investment.",
      "use_for": "Follow investment flows into and out of a country.",
      "domains": [
        "capital"
      ],
      "coverage": "Global",
      "formats": [
        "API",
        "CSV",
        "SDMX"
      ],
      "model": "open",
      "access": "Open",
      "licence": "See publisher terms",
      "type": "Statistics",
      "listed": "2026-10-27"
    },
    {
      "id": "kadaster-products",
      "name": "Kadaster property information",
      "publisher": "Kadaster (Netherlands Land Registry)",
      "url": "https://www.kadaster.nl",
      "description": "Official ownership, mortgage and parcel information from the land registry, beyond what is published as open data.",
      "use_for": "Confirm which organisation owns an idle building or site.",
      "domains": [
        "capital"
      ],
      "coverage": "Netherlands",
      "formats": [
        "Web",
        "API"
      ],
      "model": "paid",
      "access": "Paid per product or query",
      "licence": "Kadaster terms",
      "type": "Register",
      "listed": "2026-10-27"
    },
    {
      "id": "klimaateffectatlas",
      "name": "Klimaateffectatlas",
      "publisher": "Climate Adaptation Services / Kennisportaal Klimaatadaptatie",
      "url": "https://www.klimaateffectatlas.nl",
      "description": "Maps of heat stress, flooding, drought and water nuisance for every Dutch municipality, today and under climate scenarios.",
      "use_for": "Spot heat and flood hotspots in a neighbourhood before planning an intervention.",
      "domains": [
        "heat",
        "water"
      ],
      "coverage": "Netherlands",
      "formats": [
        "Maps",
        "WMS/WFS"
      ],
      "model": "open",
      "access": "Open",
      "licence": "Varies per map layer",
      "type": "Maps",
      "listed": "2026-10-27"
    },
    {
      "id": "knmi-data-platform",
      "name": "KNMI Data Platform",
      "publisher": "Royal Netherlands Meteorological Institute (KNMI)",
      "url": "https://dataplatform.knmi.nl",
      "description": "Weather observations, climate records, radar data and the national climate scenarios.",
      "use_for": "Count hot days or heavy rainfall events for a place and period.",
      "domains": [
        "heat",
        "water"
      ],
      "coverage": "Netherlands",
      "formats": [
        "API",
        "NetCDF",
        "CSV"
      ],
      "model": "open",
      "access": "Open, free API key",
      "licence": "Varies per dataset",
      "type": "Observations",
      "listed": "2026-10-27"
    },
    {
      "id": "kpler",
      "name": "Kpler",
      "publisher": "Kpler",
      "url": "https://www.kpler.com",
      "description": "Real-time commodity and cargo flows built from vessel tracking and trade sources.",
      "use_for": "Follow shifts in energy and raw-material flows.",
      "domains": [
        "supply-chains"
      ],
      "coverage": "Global",
      "formats": [
        "Web",
        "API"
      ],
      "model": "paid",
      "access": "Paid subscription",
      "licence": "Commercial licence",
      "type": "Trade data",
      "listed": "2026-10-27"
    },
    {
      "id": "kvk-api",
      "name": "KVK Business Register APIs",
      "publisher": "Netherlands Chamber of Commerce (KVK)",
      "url": "https://developers.kvk.nl",
      "description": "Company profiles, locations and activity codes from the Dutch business register, available by API.",
      "use_for": "Enrich a list of organisations with official registration details.",
      "domains": [
        "capital",
        "supply-chains"
      ],
      "coverage": "Netherlands",
      "formats": [
        "API"
      ],
      "model": "paid",
      "access": "Paid API; see KVK pricing",
      "licence": "KVK terms",
      "type": "Register",
      "listed": "2026-10-27"
    },
    {
      "id": "leefbaarometer",
      "name": "Leefbaarometer",
      "publisher": "Ministry of the Interior and Kingdom Relations (BZK)",
      "url": "https://www.leefbaarometer.nl",
      "description": "Liveability scores for every Dutch neighbourhood, broken down into housing, safety, amenities and environment.",
      "use_for": "See how liveable a neighbourhood is and what drives the score.",
      "domains": [
        "aspirations",
        "civic",
        "capital"
      ],
      "coverage": "Netherlands",
      "formats": [
        "Maps",
        "CSV"
      ],
      "model": "open",
      "access": "Open",
      "licence": "See publisher terms",
      "type": "Index",
      "listed": "2026-10-27"
    },
    {
      "id": "lightcast",
      "name": "Lightcast labour market data",
      "publisher": "Lightcast",
      "url": "https://lightcast.io",
      "description": "Job postings, skills and labour market data, including demand for AI-related skills.",
      "use_for": "Track which skills employers ask for in a region.",
      "domains": [
        "human-ai",
        "migration"
      ],
      "coverage": "Global",
      "formats": [
        "Web",
        "API"
      ],
      "model": "paid",
      "access": "Paid subscription",
      "licence": "Commercial licence",
      "type": "Labour data",
      "listed": "2026-10-27"
    },
    {
      "id": "meteomatics",
      "name": "Meteomatics Weather API",
      "publisher": "Meteomatics",
      "url": "https://www.meteomatics.com",
      "description": "High-resolution weather and climate data, forecasts and history through one API.",
      "use_for": "Feed local heat or rainfall forecasts into an early-warning tool.",
      "domains": [
        "heat",
        "water"
      ],
      "coverage": "Global",
      "formats": [
        "API"
      ],
      "model": "paid",
      "access": "Paid API; trial available",
      "licence": "Commercial licence",
      "type": "Weather data",
      "listed": "2026-10-27"
    },
    {
      "id": "migration-data-portal",
      "name": "Migration Data Portal",
      "publisher": "IOM Global Migration Data Analysis Centre",
      "url": "https://www.migrationdataportal.org",
      "description": "Migration indicators and explainers brought together from many international sources.",
      "use_for": "Get a quick, sourced overview of migration for a country.",
      "domains": [
        "migration"
      ],
      "coverage": "Global",
      "formats": [
        "Web",
        "CSV"
      ],
      "model": "open",
      "access": "Open",
      "licence": "See publisher terms",
      "type": "Indicators",
      "listed": "2026-10-27"
    },
    {
      "id": "oecd-data-explorer",
      "name": "OECD Data Explorer",
      "publisher": "OECD",
      "url": "https://data-explorer.oecd.org",
      "description": "OECD statistics on trade in value added, productivity, skills, labour, migration and investment.",
      "use_for": "Benchmark a country on productivity, skills or trade dependence.",
      "domains": [
        "supply-chains",
        "human-ai",
        "migration",
        "capital"
      ],
      "coverage": "Global",
      "formats": [
        "API",
        "CSV",
        "SDMX"
      ],
      "model": "open",
      "access": "Open",
      "licence": "CC BY 4.0",
      "type": "Statistics",
      "listed": "2026-10-27"
    },
    {
      "id": "oecd-ai",
      "name": "OECD.AI Policy Observatory",
      "publisher": "OECD",
      "url": "https://oecd.ai",
      "description": "AI policies, investment, research output, skills and job-market indicators by country.",
      "use_for": "Compare AI adoption and AI policy between countries.",
      "domains": [
        "human-ai"
      ],
      "coverage": "Global",
      "formats": [
        "Web",
        "CSV"
      ],
      "model": "open",
      "access": "Open",
      "licence": "See publisher terms",
      "type": "Indicators",
      "listed": "2026-10-27"
    },
    {
      "id": "open-supply-hub",
      "name": "Open Supply Hub",
      "publisher": "Open Supply Hub",
      "url": "https://opensupplyhub.org",
      "description": "An open map of production facilities worldwide, with the brands and organisations linked to each site.",
      "use_for": "Find factories and facilities in a sector or region.",
      "domains": [
        "supply-chains",
        "capital"
      ],
      "coverage": "Global",
      "formats": [
        "Web",
        "API",
        "CSV"
      ],
      "model": "open",
      "access": "Open, free account for downloads",
      "licence": "See publisher terms",
      "type": "Register",
      "listed": "2026-10-27"
    },
    {
      "id": "openafrica",
      "name": "openAFRICA",
      "publisher": "Code for Africa",
      "url": "https://open.africa",
      "description": "Volunteer-driven open data portal with datasets from across the African continent.",
      "use_for": "Find local African datasets that national portals do not carry.",
      "domains": [
        "capital",
        "migration",
        "water",
        "aspirations",
        "civic"
      ],
      "coverage": "Africa",
      "formats": [
        "CSV",
        "API"
      ],
      "model": "open",
      "access": "Open",
      "licence": "Varies per dataset",
      "type": "Portal",
      "listed": "2026-10-27"
    },
    {
      "id": "opencorporates",
      "name": "OpenCorporates",
      "publisher": "OpenCorporates",
      "url": "https://opencorporates.com",
      "description": "A large open database of companies drawn from official company registers in many countries.",
      "use_for": "Find a company's registration details across countries.",
      "domains": [
        "capital"
      ],
      "coverage": "Global",
      "formats": [
        "Web",
        "API"
      ],
      "model": "open",
      "access": "Open search; API has limits",
      "licence": "ODbL 1.0; see terms",
      "type": "Register",
      "listed": "2026-10-27"
    },
    {
      "id": "openstreetmap",
      "name": "OpenStreetMap",
      "publisher": "OpenStreetMap Foundation and contributors",
      "url": "https://www.openstreetmap.org",
      "description": "Community-made map of the world with roads, buildings, land use, trees, water points and public facilities.",
      "use_for": "Map facilities, green space or water points where official maps fall short.",
      "domains": [
        "aspirations",
        "capital",
        "civic",
        "heat",
        "water"
      ],
      "coverage": "Global",
      "formats": [
        "API",
        "GIS",
        "PBF"
      ],
      "model": "open",
      "access": "Open",
      "licence": "ODbL 1.0",
      "type": "Geodata",
      "listed": "2026-10-27"
    },
    {
      "id": "orbis",
      "name": "Orbis",
      "publisher": "Moody's (formerly Bureau van Dijk)",
      "url": "https://www.moodys.com/web/en/us/capabilities/company-reference-data/orbis.html",
      "description": "Financials, ownership structures and corporate links for a very large number of private and listed companies.",
      "use_for": "Map who ultimately owns a supplier or an asset.",
      "domains": [
        "capital",
        "supply-chains"
      ],
      "coverage": "Global",
      "formats": [
        "Web",
        "API",
        "Bulk"
      ],
      "model": "paid",
      "access": "Paid subscription",
      "licence": "Commercial licence",
      "type": "Company data",
      "listed": "2026-10-27"
    },
    {
      "id": "our-world-in-data",
      "name": "Our World in Data",
      "publisher": "Global Change Data Lab",
      "url": "https://ourworldindata.org",
      "description": "Charts and cleaned datasets on long-run global change, from climate and energy to health, migration and AI.",
      "use_for": "Show the long-term trend behind a question in one chart.",
      "domains": [
        "aspirations",
        "heat",
        "water",
        "migration",
        "human-ai"
      ],
      "coverage": "Global",
      "formats": [
        "CSV",
        "API",
        "Charts"
      ],
      "model": "open",
      "access": "Open",
      "licence": "CC BY 4.0 for own work; sources vary",
      "type": "Research data",
      "listed": "2026-10-27"
    },
    {
      "id": "panjiva",
      "name": "Panjiva",
      "publisher": "S&P Global Market Intelligence",
      "url": "https://panjiva.com",
      "description": "Shipment-level import and export records linking buyers and suppliers.",
      "use_for": "Find alternative suppliers for a product.",
      "domains": [
        "supply-chains"
      ],
      "coverage": "Global",
      "formats": [
        "Web",
        "API"
      ],
      "model": "paid",
      "access": "Paid subscription",
      "licence": "Commercial licence",
      "type": "Trade data",
      "listed": "2026-10-27"
    },
    {
      "id": "participedia",
      "name": "Participedia",
      "publisher": "Participedia project",
      "url": "https://participedia.net",
      "description": "Crowd-sourced cases, methods and organisations in public participation and democratic innovation.",
      "use_for": "Find participation methods that worked in a similar setting.",
      "domains": [
        "civic",
        "aspirations"
      ],
      "coverage": "Global",
      "formats": [
        "Web",
        "CSV"
      ],
      "model": "open",
      "access": "Open",
      "licence": "CC BY-SA 4.0",
      "type": "Case database",
      "listed": "2026-10-27"
    },
    {
      "id": "pdok",
      "name": "PDOK",
      "publisher": "Kadaster and Dutch government partners",
      "url": "https://www.pdok.nl",
      "description": "Dutch public geodata, including buildings and addresses (BAG), topography, cadastral maps and soil.",
      "use_for": "Look up building age, use and footprint for a site.",
      "domains": [
        "capital",
        "heat",
        "water"
      ],
      "coverage": "Netherlands",
      "formats": [
        "WMS/WFS",
        "API",
        "GIS"
      ],
      "model": "open",
      "access": "Open",
      "licence": "Varies per dataset",
      "type": "Geodata",
      "listed": "2026-10-27"
    },
    {
      "id": "planet",
      "name": "Planet satellite imagery",
      "publisher": "Planet Labs",
      "url": "https://www.planet.com",
      "description": "Frequent high-resolution satellite images of the whole Earth.",
      "use_for": "Watch changes on a site or in a catchment week by week.",
      "domains": [
        "heat",
        "water",
        "capital"
      ],
      "coverage": "Global",
      "formats": [
        "API",
        "Raster"
      ],
      "model": "paid",
      "access": "Paid licence; research programmes exist",
      "licence": "Commercial licence",
      "type": "Earth observation",
      "listed": "2026-10-27"
    },
    {
      "id": "revelio-labs",
      "name": "Revelio Labs",
      "publisher": "Revelio Labs",
      "url": "https://www.reveliolabs.com",
      "description": "Workforce data on roles, skills, hiring and attrition by company and sector.",
      "use_for": "See how roles change inside a sector as AI spreads.",
      "domains": [
        "human-ai"
      ],
      "coverage": "Global",
      "formats": [
        "API",
        "Bulk"
      ],
      "model": "paid",
      "access": "Paid licence",
      "licence": "Commercial licence",
      "type": "Labour data",
      "listed": "2026-10-27"
    },
    {
      "id": "sayari",
      "name": "Sayari",
      "publisher": "Sayari",
      "url": "https://sayari.com",
      "description": "Corporate ownership and trade network data for supply-chain and counterparty risk.",
      "use_for": "Trace supply-chain links and ownership behind a supplier.",
      "domains": [
        "supply-chains",
        "capital"
      ],
      "coverage": "Global",
      "formats": [
        "Web",
        "API"
      ],
      "model": "paid",
      "access": "Paid subscription",
      "licence": "Commercial licence",
      "type": "Risk data",
      "listed": "2026-10-27"
    },
    {
      "id": "ted",
      "name": "TED: Tenders Electronic Daily",
      "publisher": "Publications Office of the European Union",
      "url": "https://ted.europa.eu",
      "description": "Public procurement notices from across the European Economic Area.",
      "use_for": "See what public bodies are buying and from whom.",
      "domains": [
        "capital",
        "civic",
        "supply-chains"
      ],
      "coverage": "Europe",
      "formats": [
        "Web",
        "API",
        "XML"
      ],
      "model": "open",
      "access": "Open",
      "licence": "See publisher terms",
      "type": "Register",
      "listed": "2026-10-27"
    },
    {
      "id": "un-comtrade",
      "name": "UN Comtrade",
      "publisher": "United Nations Statistics Division",
      "url": "https://comtradeplus.un.org",
      "description": "Detailed international trade flows by product and partner country.",
      "use_for": "See which countries a product or raw material comes from.",
      "domains": [
        "supply-chains"
      ],
      "coverage": "Global",
      "formats": [
        "API",
        "CSV"
      ],
      "model": "open",
      "access": "Open, free tier with limits",
      "licence": "See publisher terms",
      "type": "Statistics",
      "listed": "2026-10-27"
    },
    {
      "id": "un-egov-kb",
      "name": "UN E-Government Knowledgebase",
      "publisher": "United Nations, DESA",
      "url": "https://publicadministration.un.org/egovkb",
      "description": "The UN E-Government Development Index and E-Participation Index for all UN member states.",
      "use_for": "Benchmark a country's online public services and e-participation.",
      "domains": [
        "civic"
      ],
      "coverage": "Global",
      "formats": [
        "Web",
        "CSV"
      ],
      "model": "open",
      "access": "Open",
      "licence": "See publisher terms",
      "type": "Index",
      "listed": "2026-10-27"
    },
    {
      "id": "un-sdg-database",
      "name": "UN SDG Global Database",
      "publisher": "United Nations Statistics Division",
      "url": "https://unstats.un.org/sdgs/dataportal",
      "description": "Official data for the Sustainable Development Goal indicators for all countries.",
      "use_for": "Measure progress towards a shared goal such as water access.",
      "domains": [
        "aspirations",
        "water",
        "civic"
      ],
      "coverage": "Global",
      "formats": [
        "API",
        "CSV"
      ],
      "model": "open",
      "access": "Open",
      "licence": "See publisher terms",
      "type": "Indicators",
      "listed": "2026-10-27"
    },
    {
      "id": "unhcr-refugee-data-finder",
      "name": "UNHCR Refugee Data Finder",
      "publisher": "UNHCR",
      "url": "https://www.unhcr.org/refugee-statistics",
      "description": "Statistics on refugees, asylum seekers, internally displaced and stateless people by origin and host country.",
      "use_for": "See where displaced people come from and where they stay.",
      "domains": [
        "migration"
      ],
      "coverage": "Global",
      "formats": [
        "API",
        "CSV"
      ],
      "model": "open",
      "access": "Open",
      "licence": "CC BY 4.0",
      "type": "Statistics",
      "listed": "2026-10-27"
    },
    {
      "id": "v-dem",
      "name": "V-Dem dataset",
      "publisher": "V-Dem Institute, University of Gothenburg",
      "url": "https://www.v-dem.net",
      "description": "Indicators of democracy, civil society and participation for most countries, going back many decades.",
      "use_for": "Compare civic space and participation between countries.",
      "domains": [
        "civic"
      ],
      "coverage": "Global",
      "formats": [
        "CSV",
        "Stata",
        "R"
      ],
      "model": "open",
      "access": "Open",
      "licence": "CC BY-SA 4.0",
      "type": "Research data",
      "listed": "2026-10-27"
    },
    {
      "id": "verian",
      "name": "Verian public research",
      "publisher": "Verian (formerly Kantar Public)",
      "url": "https://www.veriangroup.com",
      "description": "Commissioned surveys and research on public opinion, public services and social issues.",
      "use_for": "Collect new, representative data when no source answers your question.",
      "domains": [
        "civic",
        "aspirations",
        "migration"
      ],
      "coverage": "Global",
      "formats": [
        "Commissioned"
      ],
      "model": "commissioned",
      "access": "Commissioned project",
      "licence": "Agreed per project",
      "type": "Survey research",
      "listed": "2026-10-27"
    },
    {
      "id": "waterinfo",
      "name": "Waterinfo",
      "publisher": "Rijkswaterstaat",
      "url": "https://waterinfo.rws.nl",
      "description": "Measured and forecast water levels, discharge, waves and water quality in Dutch national waters.",
      "use_for": "Follow river discharge and water levels during dry or wet periods.",
      "domains": [
        "water"
      ],
      "coverage": "Netherlands",
      "formats": [
        "Web",
        "CSV",
        "API"
      ],
      "model": "open",
      "access": "Open",
      "licence": "See publisher terms",
      "type": "Observations",
      "listed": "2026-10-27"
    },
    {
      "id": "enterprise-surveys",
      "name": "World Bank Enterprise Surveys",
      "publisher": "World Bank",
      "url": "https://www.enterprisesurveys.org",
      "description": "Firm-level survey data on access to finance, infrastructure, trade and the business climate, including many African countries.",
      "use_for": "Understand what holds back small and medium firms in a country.",
      "domains": [
        "capital",
        "supply-chains"
      ],
      "coverage": "Global",
      "formats": [
        "Web",
        "Stata",
        "CSV"
      ],
      "model": "open",
      "access": "Open indicators; firm-level data with free account",
      "licence": "See publisher terms",
      "type": "Survey data",
      "listed": "2026-10-27"
    },
    {
      "id": "world-bank-open-data",
      "name": "World Bank Open Data",
      "publisher": "World Bank",
      "url": "https://data.worldbank.org",
      "description": "Development indicators for every country, from economy and investment to water access and remittances.",
      "use_for": "Compare investment climates and living conditions across countries.",
      "domains": [
        "capital",
        "migration",
        "water",
        "aspirations"
      ],
      "coverage": "Global",
      "formats": [
        "API",
        "CSV"
      ],
      "model": "open",
      "access": "Open",
      "licence": "CC BY 4.0",
      "type": "Statistics",
      "listed": "2026-10-27"
    },
    {
      "id": "wits",
      "name": "World Integrated Trade Solution (WITS)",
      "publisher": "World Bank",
      "url": "https://wits.worldbank.org",
      "description": "Trade, tariff and non-tariff measure data brought together from several international sources.",
      "use_for": "Check tariffs and trade exposure for a product group.",
      "domains": [
        "supply-chains"
      ],
      "coverage": "Global",
      "formats": [
        "Web",
        "CSV",
        "API"
      ],
      "model": "open",
      "access": "Open",
      "licence": "See publisher terms",
      "type": "Statistics",
      "listed": "2026-10-27"
    },
    {
      "id": "world-values-survey",
      "name": "World Values Survey",
      "publisher": "World Values Survey Association",
      "url": "https://www.worldvaluessurvey.org",
      "description": "Survey data on values, beliefs, trust and wellbeing in about a hundred countries.",
      "use_for": "Understand what people value and trust in different societies.",
      "domains": [
        "aspirations",
        "civic",
        "migration"
      ],
      "coverage": "Global",
      "formats": [
        "SPSS",
        "Stata",
        "CSV"
      ],
      "model": "open",
      "access": "Open, free registration",
      "licence": "See publisher terms",
      "type": "Survey data",
      "listed": "2026-10-27"
    },
    {
      "id": "xdi",
      "name": "XDI physical climate risk",
      "publisher": "XDI (Cross Dependency Initiative)",
      "url": "https://xdi.systems",
      "description": "Physical climate risk scores for assets and areas, covering hazards such as heat, flooding and drought.",
      "use_for": "Rank buildings by climate risk before investing.",
      "domains": [
        "heat",
        "water",
        "capital"
      ],
      "coverage": "Global",
      "formats": [
        "Web",
        "API"
      ],
      "model": "paid",
      "access": "Paid licence",
      "licence": "Commercial licence",
      "type": "Risk data",
      "listed": "2026-10-27"
    }
  ]
}