Data Specifications
Time Coverage
2019–present
Geographic Coverage
US, UK, Canada, Australia, New Zealand
Granularity
City × Industry × Occupation × Company level
Update Frequency
Ongoing
Methodology
The Work from Home Map analyses more than 250 million job vacancy postings across five English-speaking countries. Our state-of-the-art language-processing framework was fit, tested, and refined using 30,000 human classifications.
The classifier achieves 99% accuracy in flagging job postings that advertise hybrid or fully remote work, greatly outperforming dictionary methods and other machine learning approaches.
The data reveals that from 2019 to early 2023, the share of postings offering remote work rose more than three-fold in the US and by a factor of five or more in Australia, Canada, New Zealand, and the UK. These developments are highly non-uniform across and within cities, industries, occupations, and companies.
License & Terms
Commercial license. Contact us for pricing and academic access.