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.

	Medical scientist	Pathology	Epidemiologist
Training	A doctoral or professional degree	College, four years of medical school, then a residency of 3 or more years	College, then a master's degree
Education cost	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.	Not verified yet. Costs vary widely by program, so compare them directly.
Today's median pay	$103,410	$312,400	$87,220
Projected job growth, 2025 to 2035	13%	Not verified yet	19%
Patient contact	Some, in clinical research	Little direct contact	Little, you protect whole populations
The work, and AI today	Modeling proteins and drug candidatesIn real use today Running experimentsInsufficient evidence Designing clinical studiesInsufficient evidence Winning funding and leading a labInsufficient evidence	Reading prostate biopsiesNarrow use or authorization Final diagnosis on difficult casesInsufficient evidence Running and overseeing the laboratoryInsufficient evidence Advising treatment teamsInsufficient evidence	Analyzing health dataInsufficient evidence Designing studiesInsufficient evidence Investigating outbreaks in the fieldInsufficient evidence Explaining risk to the public and to leadersInsufficient evidence
Skills that transfer	Statistics, Experimental design, Computational biology, Scientific writing	Disease biology, Quality systems, Data and informatics, Research	Statistics, Causal reasoning, Communication, Policy
What nobody has measured	Whether faster discovery means more research jobs, or fewer people per discovery.	How much digital pathology has actually spread. BLS growth for pathologists, which we have not verified.	How AI analysis changes this work, which we haven't verified. How public funding affects openings, currently about 800 a year.

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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