Careers, task by task

Don't ask about the job. Ask about the tasks.

There's no risk score here, because no honest one exists. Instead, 14 routesbroken into the actual work, with what's verified about AI in each task, and a plain "insufficient evidence" where there's nothing solid.

Physician specialties (MD, DO)

Family medicineCollege, four years of medical school, then a residency of 3 or more years$244,180
PediatricsCollege, four years of medical school, then a residency of 3 or more years$210,040
PsychiatryCollege, four years of medical school, then a residency of 3 or more years$281,870
RadiologyCollege, four years of medical school, then a residency of 3 or more years$420,860
PathologyCollege, four years of medical school, then a residency of 3 or more years$312,400
DermatologyCollege, four years of medical school, then a residency of 3 or more years
SurgeryCollege, four years of medical school, then a residency of 3 or more years$414,010
AnesthesiologyCollege, four years of medical school, then a residency of 3 or more years$391,490

Other routes to the same mission

Three selected, the most we compare at once.

Side by side

Not ranked. Which one is better depends on what you want from your work.

	Biomedical engineer	Medical scientist	Radiology
Training	A bachelor's degree, and often more	A doctoral or professional degree	College, four years of medical school, then a residency of 3 or more years
Education cost	Not verified yet. Costs vary widely by program, so compare them directly.	Not verified yet. Costs vary widely by program, so compare them directly.	Median four-year cost of attendance $286,454 public, $390,848 private, in-state, Class of 2025 (AAMC). Your school can differ a lot.
Today's median pay	$109,370	$103,410	$420,860
Projected job growth, 2025 to 2035	8%	13%	3%
Patient contact	Little, you build what clinicians use	Some, in clinical research	Mostly through other clinicians, more in procedures
The work, and AI today	Building and validating clinical AI devicesIn real use today Designing hardware and robotsInsufficient evidence Testing for safety and meeting regulationsInsufficient evidence Working with clinicians on what they needInsufficient evidence	Modeling proteins and drug candidatesIn real use today Running experimentsInsufficient evidence Designing clinical studiesInsufficient evidence Winning funding and leading a labInsufficient evidence	Reading screening mammogramsNarrow use or authorization Reading other routine imagesNarrow use or authorization Complex and unusual casesInsufficient evidence Image-guided proceduresInsufficient evidence Advising the treating teamInsufficient evidence Accountability for the final reportInsufficient evidence
Skills that transfer	Engineering, Programming, Regulatory knowledge, Entrepreneurship	Statistics, Experimental design, Computational biology, Scientific writing	Anatomy and imaging, Evaluating AI tools, Procedural skill, Informatics
What nobody has measured	How AI coding tools change engineering jobs in this field. How openings of about 1,200 a year may limit entry, compared with far larger clinical fields.	Whether faster discovery means more research jobs, or fewer people per discovery.	A rigorous measure of what AI has done to radiologist employment. What happens to trainees' reading practice if routine reads shrink.

Pay and growth are May 2025 medians and 2025 to 2035 projections from the U.S. Bureau of Labor Statistics, a snapshot and not a forecast. Open a route to see the source behind each task.

Test your debt against these

Sources last checked November 6, 2026

Next review by February 6, 2027.

What changed, and how we decide

Career guidance, not medical, legal or financial advice. For a major loan or licensing decision, talk with a qualified professional, and bring your questions from here.

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