Interactive atlas
Explore countries and tasks directly.
Start with the live atlas when you want the cross-country pattern, then move into one country or one task.
Open World ViewPublic 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
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Companion paper
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The paper explains the empirical object, benchmark, methods, and main descriptive results.
Open paper pagePublic data and code
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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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