What work tasks can AI assist with — and where?

An open atlas mapping automation exposure across 124 countries, 23,851 tasks, and 6,275 skills.

Compare 124 countries on a map One country in depth Guided country narratives Two countries side by side

Task exposure — not adoption, displacement, or wages.

We evaluated 23,851 real work tasks against what current AI systems can assist with. The result is a country-level map of which tasks are most amenable to AI assistance — and how that varies across income levels, regions, and trade-linked industries.

The atlas measures exposure at the task level. It does not predict whether automation will actually happen, or what effect it will have on employment or wages.