Job Resiliens

Transferable intelligence

What skills survive across careers?

These counts are how often a human-advantage or responsibility family appears across 88 researched roles — a map for pivots and learning, not a promise.

Which skills are “AI-resistant”? JR does not publish a magic skill list. We show which human-advantage and responsibility patterns recur across researched occupations — then you map them to your week via a personal score.

Human advantage families

Responsibility families

What to do with this map

  1. Pick a pattern that matches work you already do well (e.g. judgment, trust, physical presence).
  2. Open related career families / cohorts and researched role pages.
  3. Close gaps with AI skills guidance and the free AI Academy.
  4. Prove skill with freelance projects or Excel at Work playbooks.

What can I move into? · Upskill · AI-resilient careers

Get your personal AI exposure score

Public maps explain the role family. Your score uses your real responsibilities, skills, and proof — then connects to learning, frameworks, and opportunities.