About
A public framework for reading labor change. ROBOT LABOR is a public guide to what happens when automated systems enter ordinary work. It does not promise certainty. It gives readers a structured, readable way to think about how roles, workflows, and sectors may change.
What this site is
A multilingual public guide to labor change built around three connected tools: Role Checker, Work Mapper, and Sector Map.
What this site is not
It is not a hiring platform, a live news feed, or a prediction engine claiming to know exactly what comes next.
How to read the results
Exposure shows where routine or standardized work is easier to automate. Human core points to the parts of a job that still depend on judgment, trust, context, or responsibility. Shared systems describe the middle ground where people and machines work together.
Method note
This release uses curated role, task, scene, sector, and role-trait data. The site offers directional readings, not guarantees about the future.
Keep the reading frame in one place
The Method page brings together the site's shared framework and its core concepts, so you can check both in one pass.