Interactive atlas
Countries and tasks in one view.
Map, scatter, country detail, and task lookup, all on one live surface.
World View →Public research atlas
Automation Atlas
A public atlas of how work activities are exposed to automation across 124 countries.
124 countries in the current public release
56% GDP-weighted global exposure
47% median country exposure
Universe
Every occupation, every industry.
One heatmap of every two-digit ISCO group and ISIC division, filterable by country, income group, or region. Click a row to drill into its four-digit children.
Universe →Companion paper
The research argument.
The paper explains the empirical object, benchmark, methods, and main descriptive results.
Paper →Public data and code
Release bundles to download.
Country, task, skill, and goods-facing files in JSON and CSV, with a codebook alongside.
Data →
Two countries can sit close in the aggregate while differing sharply once exposed tasks are broken into pathways and supporting layers.
One thing to know
The atlas is not just a world ranking.
It shows how the same country average can look different once you move into pathways, specific tasks, skills, and the goods-facing proxy.
The point is not only to see which countries are more exposed, but to see what kind of exposure sits underneath the country average.
56% GDP-weighted global exposure in the current release