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.
AI Impact Summary
Medical Scientists, Except Epidemiologists faces moderate AI displacement risk with a score of 30/100. This occupation has higher AI displacement risk than 40% of all analyzed occupations. Of 14 analyzed tasks, 0 are highly automatable. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.
Skill Impact Analysis
AI-Vulnerable Skills (6)
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
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)
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
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
SQL Fundamentals Skill Track
by DataCamp
Estimated Impact
AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Creative Writing Specialization
by Wesleyan University
Estimated Impact
Strengthen Your Edge
Double down on skills AI can't replicate
Leading People and Teams Specialization
by University of Michigan
Estimated Impact
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.
Education & Training
Percentage of workers at each education and training level
Education Level
Prior Experience Needed
Work experience required to enter this job
Training Provided After Hiring
How long it typically takes to learn on the job
How AI Impacts Each Task
14 tasks analyzed
Plan and direct studies to investigate human or animal disease, preventive methods, and treatments for disease.
Conduct research to develop methodologies, instrumentation, and procedures for medical application, analyzing data and presenting findings to the scientific audience and general public.
Study animal and human health and physiological processes.
Follow strict safety procedures when handling toxic materials to avoid contamination.
Write and publish articles in scientific journals.
Use equipment such as atomic absorption spectrometers, electron microscopes, flow cytometers, or chromatography systems.
Prepare and analyze organ, tissue, and cell samples to identify toxicity, bacteria, or microorganisms or to study cell structure.
Standardize drug dosages, methods of immunization, and procedures for manufacture of drugs and medicinal compounds.
Evaluate effects of drugs, gases, pesticides, parasites, and microorganisms at various levels.
Investigate cause, progress, life cycle, or mode of transmission of diseases or parasites.
Consult with and advise physicians, educators, researchers, and others regarding medical applications of physics, biology, and chemistry.
Teach principles of medicine and medical and laboratory procedures to physicians, residents, students, and technicians.
Confer with health departments, industry personnel, physicians, and others to develop health safety standards and public health improvement programs.
Write applications for research grants.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Plan and direct studies to investigate human or animal disease, preventive methods, and treatments for disease. | 35Estimated | 41.0% | 12% | |
| Conduct research to develop methodologies, instrumentation, and procedures for medical application, analyzing data and presenting findings to the scientific audience and general public. | 55.27Observed | 49.1% | 12% | |
| Study animal and human health and physiological processes. | 53.9Observed | 48.6% | 10% | |
| Follow strict safety procedures when handling toxic materials to avoid contamination. | 30Estimated | 45.0% | 5% | |
| Write and publish articles in scientific journals. | 60.12Observed | 51.1% | 8% | |
| Use equipment such as atomic absorption spectrometers, electron microscopes, flow cytometers, or chromatography systems. | 35Estimated | 47.0% | 8% | |
| Prepare and analyze organ, tissue, and cell samples to identify toxicity, bacteria, or microorganisms or to study cell structure. | 60Estimated | 51.0% | 8% | |
| Standardize drug dosages, methods of immunization, and procedures for manufacture of drugs and medicinal compounds. | 56.03Observed | 49.4% | 5% | |
| Evaluate effects of drugs, gases, pesticides, parasites, and microorganisms at various levels. | 63.62Observed | 52.5% | 8% | |
| Investigate cause, progress, life cycle, or mode of transmission of diseases or parasites. | 50Estimated | 47.0% | 6% | |
| Consult with and advise physicians, educators, researchers, and others regarding medical applications of physics, biology, and chemistry. | 30Estimated | 27.0% | 4% | |
| Teach principles of medicine and medical and laboratory procedures to physicians, residents, students, and technicians. | 61.72Observed | 39.7% | 3% | |
| Confer with health departments, industry personnel, physicians, and others to develop health safety standards and public health improvement programs. | 20Estimated | 23.0% | 3% | |
| Write applications for research grants. | 70Estimated | 55.0% | 8% |
Protective Factors
Total protective discount: 34.7%
Essential Soft Skills
Traits that are hard for AI to replicate
Wage & Employment (2024)
Median Wage
$100,590
per year
Mean Wage
$112,690
per year
Employment
156K
workers
Wage Range
$61,860 - $168,210
10th - 90th pct
Wage Distribution
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Recommendations
Skills to Develop
These skills are at risk from AI automation. Medical Scientists, Except Epidemiologists professionals should diversify beyond them.
- Reading Comprehension
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Information Ordering
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Memorization
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Skills to Leverage
These human-centric skills remain difficult for AI to replicate. Double down here.
- Leadership
Leadership is AI-resistant — strengthening this skill provides durable career protection.
- Adaptability/Flexibility
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
- Complex Problem Solving
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
- Social Perceptiveness
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
- Coordination
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Tools to Adopt
AI can amplify these skills. Learn the tools that augment rather than replace your work.
- Critical Thinking
Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Writing
Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Active Learning
Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Judgment and Decision Making
Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Monitoring
Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
Score History
Risk score over 2 scoring runs
overall change