Data sources

Business places, from the Overture Maps Foundation and its contributors, including Meta, Microsoft and Foursquare. Used under the Community Data License Agreement Permissive 2.0, and the Apache License 2.0 for Foursquare's contribution.

City names and locations, from GeoNames under Creative Commons Attribution 4.0. Country outlines from Natural Earth, in the public domain.

Job titles and how occupations relate. ESCO is © European Union, under Creative Commons Attribution 4.0. The O*NET 31.0 Database is by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), under Creative Commons Attribution 4.0. Both have been modified. O*NET® is a trademark of USDOL/ETA.

Places and businesses, and place search. © OpenStreetMap contributors, available under the Open Database License.

UK company details, under the Open Government Licence v3.0.

Websites and social pages the businesses publish themselves.