Interactive atlas
Explore countries and tasks.
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
A public atlas of how work activities are exposed to automation across 124 countries.
Start here
Choose the atlas, the paper, or the data release depending on what you want to answer first.
Interactive atlas
Start with the live atlas when you want the cross-country pattern, then move into one country or one task.
World View →Companion paper
The paper explains the empirical object, benchmark, methods, and main descriptive results.
Paper →Public data and code
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
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.
Search the atlas
Use search when you already know what you want to inspect.