Physician vs Radiologist: which is more exposed to AI?
A 20-point gap separates these roles — Physician is the more defensible seat.
Radiologist sits at 56% time-weighted AI exposure against 36% for Physician, a 20-point gap driven by the 40% of radiologist work time that current models can already substitute outright. Physician holds a larger human-critical core — 56% of the role's time sits in work like "emergency and surgical judgment" that models score poorly on. Both roles sit inside Healthcare, so the exposure difference reflects task design rather than a change of field.
Seven dimensions, side by side.
What actually creates the gap.
Radiologists spend 40% of their time-weighted week on tasks a current model can produce end-to-end, against 0% for Physicians. The single largest contributor is "routine scan reading (chest x-ray, ct)", graded at 84% and worth 28% of the role's time. That one task accounts for more of the gap than any difference in seniority, tooling, or industry.
- Emergency and surgical judgment6% · 8% time
- Patient examination and assessment8% · 22% time
- Patient communication and consent9% · 10% time
- Routine scan reading (chest X-ray, CT)84% · 28% time
- Detect common pathologies76% · 12% time
- Interventional procedures8% · 10% time
- Clinical correlation and consultation16% · 8% time
- Complex multi-system case interpretation24% · 14% time
Both roles lean on cognitive, judgement, procedural — that is the part of your experience that travels intact. The real divide is social: Physicians score 84 there against 48 for Radiologists, a 36-point spread. That is the gap you would actually have to close.
| DIMENSION | PHYSICIAN | RADIOLOGIST |
|---|---|---|
| Social | 84 | 48 |
| Manual | 72 | 54 |
Radiologist appears in our dataset as a mapped adjacent career for Physicians: the move raises exposure by 20 points, landing at 56%. Switch difficulty reads low — capability profiles are 18 points apart on average and both sit in the same family.
Score your own exposure in 8 questions →Common questions.
Is Physician or Radiologist more at risk from AI?
Radiologist. It scores 56% time-weighted AI exposure against 36% for Physician — a 20-point gap. 40% of radiologist work time is already fully substitutable by current models, versus 0% for Physicians.
Which pays more, Physician or Radiologist?
Radiologist, by roughly $250k at the median ($486k versus $236k). 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 physician switch to being a radiologist?
Radiologist appears in our dataset as a mapped adjacent career for Physicians: the move raises exposure by 20 points, landing at 56%. Switch difficulty reads low — capability profiles are 18 points apart on average and both sit in the same family.
Which role is growing faster, Physician or Radiologist?
Physician, at 3% projected ten-year growth versus 2% — a 1-point difference. Growth and AI exposure are separate signals: a role can grow in headcount while the content of the work is substantially rewritten.