Government statistics for 2,619 districts, scattered across dozens of national portals and languages, cleaned and normalized into one comparable dataset. We publish documented observations built on official public statistics. Every statement can be independently verified.
For real estate, credit and policy teams who need comparable regional data across countries.
The world is the textbook. Official data are the pages. — Why we exist
Built on official sources · open, reproducible methodology
47 countries · 2,619 regions · every figure traceable to a public source · see the methodology →
Three steps, one dataset: collect official statistics, unify them, make them explorable.
We pull official statistics from national open-data portals: Eurostat, data.gov.il / CBS, Dubai Land Department, GASTAT, the World Bank and more.
Fragmented, multi-language sources are cleaned, geocoded, deduplicated and normalized into one comparable schema. Months of unglamorous ETL, done once.
One dataset: query the API, browse the interactive map, compare regions, and trace every figure back to its official source.
Official regional statistics already exist. The challenge is not collecting them — it's making them usable across countries, institutions and decades.
Professionals often spend more time preparing data than analysing it: different agencies, different languages, different administrative units, different update schedules.
SkyMind reduces that work by organizing official regional knowledge into one consistent, documented and reproducible system. We do not replace official statistics. We make them easier to work with.
One REST API behind the map, the rankings and every district page — documented, stable, and free to try.
The same sourcing and normalization applied to every country, so a district in Germany and one in France sit in the same comparable dataset.
UAE
Saudi Arabia
Qatar
France
GermanySkyMind is descriptive. It doesn't forecast events or rate the future. It shows what the official data says, with the sourcing and method fully open.
Why SkyMind stays open. Trust cannot be purchased. Our methodology, provenance, public map and reference publications remain openly available because every professional should be able to inspect the evidence before using it. Professional customers pay for workflow, completeness and operational efficiency — not for access to truth.
Built for teams that make high-stakes regional decisions and need the underlying data to be clean and comparable.
Compare districts before capital allocation: prices, demographics, transaction data and infrastructure metrics, side by side in one schema.
Sub-national data unified across forty-seven countries: consistent, comparable, exportable, with every figure traceable to its source.
Cited, comparable regional data with a transparent, documented methodology you can reproduce and verify yourself.
Tell us your target regions and use case, and we'll send a sample of the dataset and walk you through it.
We'll reach out within 24 hours with a sample of the dataset for your region.