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 role78 guidesTask automation63 guidesIndustry outlooks15 guidesCareer resilience5 guidesCareer changes4 guidesWorking with AI2 guides
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