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.

Human advantage families

• Domain expertise — 40 researched roles
• Judgment — 39 researched roles
• Accountability — 32 researched roles
• Relationships — 28 researched roles
• Trust — 20 researched roles
• Physical presence — 18 researched roles
• Creativity — 16 researched roles
• Leadership — 15 researched roles
• Negotiation — 3 researched roles

Responsibility families

• Execution — 38 researched roles
• Communication — 37 researched roles
• Judgment — 35 researched roles
• Analysis — 28 researched roles
• Planning — 26 researched roles
• Customer interaction — 21 researched roles
• Creation — 19 researched roles
• Management — 14 researched roles
• Research — 12 researched roles
• Compliance — 11 researched roles
• negotiation — 1 researched roles

Careers with transferable skills · Upskill · AI skills to learn