Credits

Data sources and licences

Job titles

Includes occupation names adapted from the European Commission’s ESCO v1.2.0 classification, © European Union, licensed under CC BY 4.0. We use selected English occupation names, capitalize their first letters, sort them and supplement them with common titles and regional spellings. See the European Commission’s reuse notice.

Places

Place data from GeoNames, licensed under CC BY 4.0. Our reduced catalogue combines countries, regions and major cities from the GeoNames data downloads. We compose location labels from these names.

These catalogues are not exhaustive. Source data is provided without warranties of accuracy or completeness.