Data library
Where KalQLater gets its numbers.
We use public data because readers should be able to inspect the same evidence we used.
Technology & work
U.S. Bureau of Labor Statistics
GitHub Octoverse and Innovation Graph
Stanford AI Index
Eurostat
OECD and national labour agencies
Travel
India Ministry of Tourism / Bureau of Immigration
National tourism authorities
UN Tourism
Official aviation and border statistics
Consumer & transport
VAHAN
Ministry of Heavy Industries
Ministry of Power
International Energy Agency
Official registration and infrastructure datasets
The exact source URL, reporting period and definition are listed on each research page. Inclusion here does not mean every dataset from an organisation is used or directly comparable.