Where is work changing fastest?
Explore 342 US occupations by employment, pay, education, outlook, and Karpathy’s Digital AI Exposure estimate.
See the mapCareer decisions under AI pressure
Protect the work that makes you valuable.
See which tasks are exposed, which human advantages matter in your role, and what to do next—without pretending anyone can predict a layoff.
Free interactive map · 342 occupations · No email
Your job title is only the starting point.
- Map the tasksWhat you actually spend time doing.
- Separate the signalsAutomation, augmentation, judgment, and trust.
- Choose a moveUpgrade, reposition, or change direction.
What should you do about it?
Answer questions about your strengths, salary floor, constraints, and appetite for change. Compare three realistic paths and turn the strongest one into a 90-day plan.
Preview my roadmapA library built around decisions
Start with the question you need answered.
Job risk by role3 guidesTask automation0 guidesIndustry outlooks1 guidesCareer resilience0 guidesCareer changes0 guidesWorking with AI0 guides
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AI is pressuring some freelance tasks and lifting others. Learn how to audit your work, protect value, and choose a realistic next move.
Read the analysisWhat Current AI Can Do at Work, and Where It Still Needs You
A practical guide to what current AI can do, where reliability breaks, and the next task-level career move for your work.
Read the analysisWhat Wage and Employment Data Show About AI at Work
AI exposure is not a job-loss forecast. Learn what wage, hiring, and employment data can show, what they miss, and what to do next.
Read the analysis