342 BLS occupations
The map covers the US Occupational Outlook Handbook. Tile area represents employment; its other layers show outlook, median pay, education, and digital AI exposure.
Methodology
Use the map. Keep the caveat.
The free visualization is Andrej Karpathy’s research tool built from Bureau of Labor Statistics occupation data. AI exposure means potential for change—not a forecast that a job disappears.
Rough LLM scoring
Karpathy’s exposure scores are generated estimates of how much current digital AI could reshape an occupation. They are not validated probabilities or hiring assessments.
Exposure is not replacement
The scores do not model demand elasticity, regulation, employer adoption, new work created by lower costs, or social preference for humans.
The paid product starts next
Our roadmap uses your tasks, strengths, income needs, time, and constraints to compare upgrading, moving adjacent, and changing field.