Task Finder
Search the public task index.
Task Finder is the quickest route into the atlas at the task level. Search a real work task to see its exposure level, the main automation channel, and whether AI tends to assist or replace the worker.
This page helps interpret the public task layer directly, without asking users to infer the task measure from the paper first.
How to read this page
The task is the unit being classified on this page.
Task Finder lets you inspect the country-aware task layer directly. Each entry describes how a specific work task scores on exposure and pathway orientation before those task scores are aggregated into occupations, industries, skills, or countries.
Search the task index
Look up a work task to see its exposure level, the main automation channel, and whether AI tends to assist or replace the worker in the current atlas build.