AI exposure: Medical Scientists, Except Epidemiologists
Conduct research dealing with the understanding of human diseases and the improvement of human health. Engage in clinical investigation, research and development, or other related activities.
Reading this score
computedMedical Scientists, Except Epidemiologists is one of the unusual cases where capability and friction are both high. Current systems can produce a great deal of this work, with average capability across its tasks at 2.4 out of 4. Only 32.6% of the weighted task load comes out as exposed, because 28.5% of it runs into something structural. Jobs in this band tend not to disappear. They change shape, and the person stays.
What holds the line here is verification cost. Across this occupation's 14 tasks it averages 2.01 out of 3, the highest of the five friction dimensions. In plain terms, checking the output costs more than producing it. Where an undetected error is expensive, dangerous or irreversible, the economics change. Someone has to verify the work, and verifying can cost as much as doing it. This is the friction most likely to fall as tools for checking improve.
The most exposed thing this job does is Write and publish articles in scientific journals, at 73.3%. The least is Use equipment such as atomic absorption spectrometers, electron microscopes, flow cytometers,..., at 11.7%. A gap of 61.7% between two parts of the same job is the reason this index publishes at task level. An occupation-wide number would have hidden both.
Within life, physical and social science occupations, this one is less exposed than the median of 36.3% across the group's 60 roles, with 37 scoring higher. Being in an exposed family does not make a particular job exposed, and the reverse holds too.
What would move this score. Of 14 tasks, 6 are currently banded exposed, 6 assisted and 2 untouched. For that distribution to shift materially would take a change in who is permitted to sign the work, which is a question for regulators rather than for engineers. The score is re-computed every quarter against a fresh capability reference, and the change is published rather than quietly applied.
Where the score comes from
judgedEvery task is scored through the standardised work activities it maps to. These are this occupation’s averages on the six rubric dimensions. Capability is what AI can do; the other five are what stands in the way.
| Dimension | Mean | Scale |
|---|---|---|
| Capability | 2.43 | 0-4 |
| Embodiment | 1.08 | 0-3 |
| Presence | 0.99 | 0-3 |
| Accountability | 1.70 | 0-3 |
| Context | 1.83 | 0-3 |
| Verification cost | 2.01 | 0-3 |
What this means in practice
Roles in this band tend to change shape rather than disappear. The output gets drafted faster and the person moves toward review, judgment and accountability. The useful question is not whether to use these tools but who is trusted to sign off on what they produce.
Task by task
14 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Write and publish articles in scientific journals. | 73.3% | 26.7% | 0.0% | 4.00 | exposed |
| Write applications for research grants. | 73.3% | 26.7% | 0.0% | 3.99 | exposed |
| Conduct research to develop methodologies, instrumentation, and procedures for medical application, analyzing data and presenting findings to the scientific audience and general public. | 53.7% | 29.6% | 16.7% | 4.13 | exposed |
| Confer with health departments, industry personnel, physicians, and others to develop health safety standards and public health improvement programs. | 45.0% | 30.0% | 25.0% | 3.67 | exposed |
| Plan and direct studies to investigate human or animal disease, preventive methods, and treatments for disease. | 33.3% | 29.2% | 37.5% | 4.49 | exposed |
| Consult with and advise physicians, educators, researchers, and others regarding medical applications of physics, biology, and chemistry. | 30.0% | 45.0% | 25.0% | 3.41 | assisted |
| Study animal and human health and physiological processes. | 29.1% | 27.2% | 43.8% | 4.08 | exposed |
| Prepare and analyze organ, tissue, and cell samples to identify toxicity, bacteria, or microorganisms or to study cell structure. | 20.0% | 30.0% | 50.0% | 4.49 | assisted |
| Standardize drug dosages, methods of immunization, and procedures for manufacture of drugs and medicinal compounds. | 20.0% | 30.0% | 50.0% | 4.26 | assisted |
| Follow strict safety procedures when handling toxic materials to avoid contamination. | 16.7% | 33.3% | 50.0% | 4.67 | assisted |
| Evaluate effects of drugs, gases, pesticides, parasites, and microorganisms at various levels. | 16.7% | 33.3% | 50.0% | 4.62 | assisted |
| Investigate cause, progress, life cycle, or mode of transmission of diseases or parasites. | 16.7% | 33.3% | 50.0% | 3.93 | assisted |
| Teach principles of medicine and medical and laboratory procedures to physicians, residents, students, and technicians. | 11.7% | 13.3% | 75.0% | 4.10 | untouched |
| Use equipment such as atomic absorption spectrometers, electron microscopes, flow cytometers, or chromatography systems. | 11.7% | 13.3% | 75.0% | 3.80 | untouched |
Task text and importance ratings sourced from O*NET 31.0. Shares computed. The occupation score is the importance-weighted mean.
Occupations either side of this one
The four closest scores in the same occupational family, then the four closest anywhere in the index.
Read this carefully. Exposure is not displacement. A high score means current AI systems can produce this work, not that anyone will stop paying a person to do it. Adoption depends on economics, regulation and inertia that this index deliberately does not model. How the score is built.