Takeover Tracker
30%medium risk

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. Includes physicians, dentists, public health specialists, pharmacologists, and medical pathologists who primarily conduct research.

Higher risk than 40% of occupations
Checking for existing plan...

How AI Impacts Each Task

14 tasks analyzed

Plan and direct studies to investigate human or animal disease, preventive methods, and treatments for disease.

Risk: 41.0%AI: 35EstimatedTime: 12%

Conduct research to develop methodologies, instrumentation, and procedures for medical application, analyzing data and presenting findings to the scientific audience and general public.

Risk: 49.1%AI: 55.27ObservedTime: 12%

Study animal and human health and physiological processes.

Risk: 48.6%AI: 53.9ObservedTime: 10%

Follow strict safety procedures when handling toxic materials to avoid contamination.

Risk: 45.0%AI: 30EstimatedTime: 5%

Write and publish articles in scientific journals.

Risk: 51.1%AI: 60.12ObservedTime: 8%

Use equipment such as atomic absorption spectrometers, electron microscopes, flow cytometers, or chromatography systems.

Risk: 47.0%AI: 35EstimatedTime: 8%

Prepare and analyze organ, tissue, and cell samples to identify toxicity, bacteria, or microorganisms or to study cell structure.

Risk: 51.0%AI: 60EstimatedTime: 8%

Standardize drug dosages, methods of immunization, and procedures for manufacture of drugs and medicinal compounds.

Risk: 49.4%AI: 56.03ObservedTime: 5%

Evaluate effects of drugs, gases, pesticides, parasites, and microorganisms at various levels.

Risk: 52.5%AI: 63.62ObservedTime: 8%

Investigate cause, progress, life cycle, or mode of transmission of diseases or parasites.

Risk: 47.0%AI: 50EstimatedTime: 6%

Consult with and advise physicians, educators, researchers, and others regarding medical applications of physics, biology, and chemistry.

Risk: 27.0%AI: 30EstimatedTime: 4%

Teach principles of medicine and medical and laboratory procedures to physicians, residents, students, and technicians.

Risk: 39.7%AI: 61.72ObservedTime: 3%

Confer with health departments, industry personnel, physicians, and others to develop health safety standards and public health improvement programs.

Risk: 23.0%AI: 20EstimatedTime: 3%

Write applications for research grants.

Risk: 55.0%AI: 70EstimatedTime: 8%

Skill Impact Analysis

AI-Vulnerable Skills (6)

Reading Comprehension10%

High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Information Ordering5%

High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Programming15%

Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

AI-Resistant Skills (11)

Leadership88%

Leadership is AI-resistant — strengthening this skill provides durable career protection.

Adaptability/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Social Perceptiveness90%

Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Service Orientation82%

Service Orientation is AI-resistant — strengthening this skill provides durable career protection.

Instructing75%

Instructing is AI-resistant — strengthening this skill provides durable career protection.

Persuasion80%

Persuasion is AI-resistant — strengthening this skill provides durable career protection.

Recommended Courses

Courses matched to Medical Scientists, Except Epidemiologists skill gaps, ranked by relevance to your displacement risk profile.

Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.

Upskill to Reduce Risk

Courses addressing your most AI-vulnerable skills

DataCampbeginner

SQL Fundamentals Skill Track

by DataCamp

21 hours$25/mo4.7Certificate
Addresses vulnerability: Information Ordering

Estimated Impact

-7.7pt risk+$6K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Coursera

Creative Writing Specialization

by Wesleyan University

~8 weeks$49/mo4.7Certificate
Enhances AI augmentation: Writing

Estimated Impact

-5.6pt risk+$6K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Courseraintermediate

Leading People and Teams Specialization

by University of Michigan

~6 weeks$49/mo4.7Certificate
Strengthens resilience: Leadership

Estimated Impact

-4.2pt risk+$7K/yr salary

We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.

Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.

Alternate Career Paths

See all transitions

Score History

Risk score over 2 scoring runs

-0.8

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

Bachelor's Degree4%
Master's Degree1%
Doctoral/Professional Degree20%
Level 1129%
Level 1245%

Prior Experience Needed

Work experience required to enter this job

None4%
3-6 months1%
6 months - 1 year1%
1-2 years19%
2-4 years6%
4-6 years13%
6-8 years21%
8-10 years5%
Over 10 years32%

Training Provided After Hiring

How long it typically takes to learn on the job

None27%
Up to 1 month10%
1-3 months13%
3-6 months5%
6 months - 1 year13%
1-2 years21%
4-6 years1%
6-8 years10%

Related News

Recent articles about AI affecting this occupation

5 articles

OpenAI Claims LLMs Now Surpass Human Scientists in Formulating Research

Current language models can now outperform human scientists in generating novel research questions, according to an OpenAI executive. This suggests AI is moving beyond data processing into the ideation phase of scientific discovery.

r/singularityyesterday

Google's Clinical Director Details AI Implementation Hurdles in Healthcare

Google's clinical leadership outlines the ongoing friction of integrating artificial intelligence into medical workflows. The discussion highlights the gap between AI's technical capabilities and daily operational realities.

STAT News2d ago

J&J Sees AI Halving the Time to Generate Drug Development Leads

Pharmaceutical giant Johnson & Johnson expects artificial intelligence to cut the early stages of drug discovery timelines by 50%. This massive efficiency gain will fundamentally shift the daily workflows of pharmaceutical researchers.

Reuters Tech3d ago

DeepMind Spinoff's AI-Designed Drugs Enter Trials, Shifting Pharma Roles

Isomorphic Labs is moving its AI-generated medicines into human testing, signaling a major shift in pharmaceutical R&D. This milestone suggests traditional drug discovery roles may rapidly evolve toward AI-assisted pipeline management.

Wired AI6d ago

AI in Clinical Trials Shifts Healthcare Roles Toward Trust

As AI accelerates clinical trials and personalizes medicine, healthcare workers must focus on maintaining patient trust. The integration of these tools shifts the daily workload from data processing to patient relationship management.

Forbes AIApr 22

Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis