A public atlas of automation exposure across countries, tasks, skills, and trade.

Country-conditioned measures, interactive views, a companion paper, and downloadable data in one public research interface.

Start with the live world map, then move into country profiles, task pathways, or the public release bundles.

Live world view

Hover countries, change metrics, and click through to the country layer.

124 countries in the current public release

56% GDP-weighted global exposure

47% median country exposure

Start here

Choose your entry point.

Use the atlas, the paper, or the public release depending on what you want to do first.

Interactive atlas

Start with the live atlas when you want the global pattern or a country/task entry point.

Companion paper

The paper explains the empirical object, benchmark, methods, and main findings.

Public data and code

Start with the codebook, then download the bundles that match your use case.

One thing to know

It shows how exposure changes as you move from country averages into pathway, task, skill, and trade-facing layers.

The point is not only to see which countries are more exposed, but to see how that exposure is structured once you move beneath the country average.

56% GDP-weighted global exposure

47% Median country exposure

124 Countries in the current public release

Search the atlas

Use search when you already know what you want to inspect.