Guide
What relative AI exposure means
Understand the BLS category as a task-exposure signal, not a forecast of job loss.
Read the exposure guideLearn
Learn how to read the atlas
Short guides for understanding occupational evidence, relative AI exposure, transferable skills, and possible next paths.
Start with a guide
Build a clearer picture before making a move
Each guide separates source facts from interpretation so you can use the information without turning it into a deterministic verdict.
Guide
How to compare careers
Use work content, preparation, labor-market measures, and relative AI exposure as separate signals.
Read the comparison guideGuide
Transferable skills are clues, not guarantees
Find useful overlap between occupations while naming the gaps that still require preparation.
Read the skills guidePut learning to work
Choose a next step
Move from the guides into the evidence pages that let you inspect occupations and possible directions.
Explore occupations
Start with source-backed profiles, tasks, skills, preparation, and labor-market measures.
Browse jobs ↗Compare two occupations
Put projected change, work content, preparation, and exposure side by side.
Open compare ↗Investigate possible paths
Review curated transitions with overlapping evidence and preparation gaps included.
View career paths ↗