Chef / Cook vs Registered Nurse: which is more exposed to AI?
A 15-point gap separates these roles — Chef / Cook is the more defensible seat.
Registered Nurse sits at 33% time-weighted AI exposure against 18% for Chef / Cook, a 15-point gap driven by the 0% of registered nurse work time that current models can already substitute outright. Chef / Cook holds a larger human-critical core — 78% of the role's time sits in work like "food preparation and cooking" that models score poorly on. The two sit in different families — Hospitality & Food and Healthcare — so any move between them is a career change, not a lateral step.
Seven dimensions, side by side.
What actually creates the gap.
Both roles hand a similar slice of the week to substitutable work — 0% for Chef / Cooks, 0% for Registered Nurses — but it is different work. Chef / Cook exposure concentrates in "inventory and food cost management"; Registered Nurse exposure concentrates in "clinical documentation and charting". Two roles can share a score and face completely different disruption timelines.
- Food preparation and cooking4% · 48% time
- Kitchen team leadership8% · 16% time
- Guest interaction and feedback10% · 6% time
- Emotional support and counseling6% · 3% time
- Administer medications and treatments8% · 16% time
- Emergency response and triage12% · 7% time
Both roles lean on manual, procedural, judgement — that is the part of your experience that travels intact. The real divide is creative: Chef / Cooks score 84 there against 28 for Registered Nurses, a 56-point spread. That is the gap you would actually have to close.
| DIMENSION | CHEF / COOK | REGISTERED NURSE |
|---|---|---|
| Creative | 84 | 28 |
| Social | 72 | 91 |
Neither role lists the other as a mapped adjacent career. With 25 points of average separation across capability dimensions, a move is realistic but not free: expect to deliberately rebuild the dimensions listed above rather than assume they carry.
Score your own exposure in 8 questions →Common questions.
Is Chef / Cook or Registered Nurse more at risk from AI?
Registered Nurse. It scores 33% time-weighted AI exposure against 18% for Chef / Cook — a 15-point gap. 0% of registered nurse work time is already fully substitutable by current models, versus 0% for Chef / Cooks.
Which pays more, Chef / Cook or Registered Nurse?
Registered Nurse, by roughly $23k at the median ($81k versus $58k). Note that the higher-paying role here is also the more AI-exposed one, which matters if you are weighing pay against durability.
Can a chef / cook switch to being a registered nurse?
Neither role lists the other as a mapped adjacent career. With 25 points of average separation across capability dimensions, a move is realistic but not free: expect to deliberately rebuild the dimensions listed above rather than assume they carry.
Which role is growing faster, Chef / Cook or Registered Nurse?
Chef / Cook, at 9% projected ten-year growth versus 6% — a 3-point difference. Growth and AI exposure are separate signals: a role can grow in headcount while the content of the work is substantially rewritten.