Career Resilience Calculator
How durable is your career?
Two minutes, seven factors, zero sign-up. Get a transparent resilience score, see exactly what drives it, and leave with prioritized moves — not vague reassurance.
Your role
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What do you do?
Pick a role and your live signal lights up here — it moves with every answer.
Pick a role to continue.
How the score works
The calculator is a transparent weighted model — every factor and weight is public, and nothing is sent to a server: it runs entirely in your browser.
- Role exposure (largest weight). Each role carries a task-level AI-exposure estimate informed by published automation research (task-composition studies from academic and industry sources) and 2022–25 layoff patterns.
- Market demand. Current hiring demand for the role, from posting-volume trends.
- Industry modifier. Sector stability, from healthcare/government (sheltered) to early-stage startups and agencies (most volatile).
- Experience. Entry-level profiles carry a penalty — junior hiring contracted hardest in this cycle — while senior experience is protective.
- Routine share. The percentage of your week spent on well-specified repeatable work, the first category AI absorbs.
- AI fluency & learning. Daily AI-tool usage and structured upskilling are the strongest individual-level protective signals.
- Skill moat (capped). Protective signals — building with AI, security, cloud, domain depth, leadership, public track record — add points up to a cap.
Treat the output as a structured mirror, not a verdict: it can't see your specific company, your network, or your work. The recommendations matter more than the number.