Country hover
Hover or tap a country to inspect the current metric and move into the country surface.
A global atlas of automation exposure.
Compare countries, open profiles, and browse tasks, skills, products, and trade.
World view
Explorer modes
Choose an entry point.
Start with world comparisons, move into country profiles, or open tasks, skills, products, and trade directly.
Task-skill preview
Search tasks and skills without loading the full graph.
A lighter public preview keeps selected neighborhoods, graph views, and direct links close to the main explorer modes.
Task and skill browsing
Open selected local neighborhoods.
The graph page keeps search, selected ego views, and the public comparison summary together in one lighter surface.
Network-only top decile
39.6%
of the top-decile network skills appear only in the preserved network view.
Mean percentile-rank gap
0.118
between the preserved network summary and a one-to-one compression.
The homepage keeps this compact. The fuller methodological interpretation stays in the paper and the dedicated graph page.
Open task-skill graphs Local neighborhood preview
Deliver scripted lines to bring a character to life
A compact ego view keeps the graph interpretable on the public site without loading the full research network into the browser.
Interactive local graph
Hover nodes or links for more detail. Click an adjacent node to recenter the graph.
This public graph stays local and interpretable. The paper carries the fuller structural argument.
Research and release
Paper, methods, and data.
Keep the manuscript, scope notes, and public bundles close to the explorer pages.
