Interactive atlas
Countries and tasks in one view.
Start with the live atlas when you want the cross-country pattern, then move into one country or one task.
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
Start here
Four ways in.
Pick the entry that matches what you want to answer first.
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.
Start with the codebook, then download the bundle that matches your use case.
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
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Jump directly into countries, tasks, and methods.
Use search when you already know what you want to inspect.