/ PERSONALIZED VULNERABILITY CALCULATOR
Find out how much
of your job survives AI.
Two questions. A score grounded in Tufts University's analysis of every US occupation. A free summary in 5 seconds. A full personalized report for $9.
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FIVE-YEAR DISPLACEMENT TRAJECTORY · 2026–2031
AT-RISK TASKS · PREVIEW
What AI is replacing in your role
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SAFER ADJACENT ROLES · PREVIEW
Where to pivot, ranked by transferability
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SKILLS TO LEARN
Coursera-grade resources, ranked by ROI
- Skill #1 — recommended course
- Skill #2 — recommended course
- Skill #3 — recommended course
- Skill #4 — recommended course
90-DAY PIVOT PLAN
Week-by-week, what to do starting Monday
- Days 1–14 — Audit current role…
- Days 15–30 — Pick an adjacent role…
- Days 31–60 — Skill investment…
- Days 61–90 — Portfolio + applications…
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Your personalized score is the start. The full PDF gives you a 5-year displacement curve specific to your role, the exact tasks AI is replacing in your job, three adjacent safer roles ranked by transferable skill overlap, recommended courses, and a 90-day pivot plan you can start Monday.
- 5-year vulnerability trajectory
- Task-level breakdown of what AI replaces
- 3 adjacent safer roles for you
- Skills to learn with course links
- 90-day step-by-step pivot plan
- Methodology & sources
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