World View
Every country, every metric.
Map, scatter, and country detail together — pick any country to open its full profile.
Open World View →Global Automation Atlas
Country-conditioned automation exposure across 124 countries.
124 countries in the current public release
56% GDP-weighted global exposure
47% median country exposure
Universe
Occupations and industries.
One heatmap of every two-digit ISCO group and ISIC division, filterable by country, income group, or region.
Open Universe →Paper
The research argument.
The empirical object, benchmark choices, methods, and main descriptive results.
Read the paper →Data
Public release bundles.
Country, task, skill, and goods-facing files in JSON and CSV, with a codebook alongside.
Download →