Takeover Tracker
28%medium risk

Family and General Practitioners

Physicians who diagnose, treat, and help prevent diseases and injuries that commonly occur in the general population. May refer patients to specialists when needed for further diagnosis or treatment.

Higher risk than 28% of occupations
Checking for existing plan...

How AI Impacts Each Task

15 tasks analyzed

Prescribe or administer treatment, therapy, medication, vaccination, and other specialized medical care to treat or prevent illness, disease, or injury.

Risk: 39.0%AI: 30EstimatedTime: 15%

Order, perform, and interpret tests and analyze records, reports, and examination information to diagnose patients' condition.

Risk: 49.0%AI: 55EstimatedTime: 15%

Collect, record, and maintain patient information, such as medical history, reports, or examination results.

Risk: 64.9%AI: 39.28ObservedTime: 15%

Monitor patients' conditions and progress and reevaluate treatments as necessary.

Risk: 52.8%AI: 64.42ObservedTime: 10%

Explain procedures and discuss test results or prescribed treatments with patients.

Risk: 36.3%AI: 53.2ObservedTime: 10%

Advise patients and community members concerning diet, activity, hygiene, and disease prevention.

Risk: 27.0%AI: 30EstimatedTime: 8%

Refer patients to medical specialists or other practitioners when necessary.

Risk: 51.8%AI: 61.9ObservedTime: 5%

Deliver babies.

Risk: 9.0%AI: 0EstimatedTime: 2%

Coordinate work with nurses, social workers, rehabilitation therapists, pharmacists, psychologists, and other health care providers.

Risk: 27.0%AI: 30EstimatedTime: 5%

Direct and coordinate activities of nurses, students, assistants, specialists, therapists, and other medical staff.

Risk: 23.0%AI: 20EstimatedTime: 5%

Operate on patients to remove, repair, or improve functioning of diseased or injured body parts and systems.

Risk: 9.0%AI: 0EstimatedTime: 2%

Plan, implement, or administer health programs or standards in hospitals, businesses, or communities for prevention or treatment of injury or illness.

Risk: 51.4%AI: 60.88ObservedTime: 2%

Train residents, medical students, and other health care professionals.

Risk: 27.0%AI: 30EstimatedTime: 2%

Prepare government or organizational reports which include birth, death, and disease statistics, workforce evaluations, or medical status of individuals.

Risk: 74.8%AI: 64.05ObservedTime: 2%

Conduct research to study anatomy and develop or test medications, treatments, or procedures to prevent or control disease or injury.

Risk: 53.0%AI: 65EstimatedTime: 2%

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.

Mathematics10%

High reliance on Mathematics 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%

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

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)

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.

Service Orientation82%

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

Social Perceptiveness90%

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

Leadership88%

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

Coordination70%

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

Instructing75%

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

Negotiation85%

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

Recommended Courses

Courses matched to Family and General Practitioners 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

-6.9pt risk

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

-5.7pt risk

Strengthen Your Edge

Double down on skills AI can't replicate

Coursera

Inspired Leadership Through Emotional Intelligence

by Case Western Reserve University

32 hours$49/mo4.8Certificate
Strengthens resilience: Social Perceptiveness

Estimated Impact

-3.9pt risk

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.

Score History

Risk score over 2 scoring runs

-0.9

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

Level 93%
Level 1165%
Level 1231%

Prior Experience Needed

Work experience required to enter this job

None10%
1-2 years15%
2-4 years27%
4-6 years27%
6-8 years4%
8-10 years1%
Over 10 years16%

Training Provided After Hiring

How long it typically takes to learn on the job

None24%
Up to 1 month5%
1-3 months24%
3-6 months5%
6 months - 1 year1%
2-4 years13%
4-6 years28%

Related News

Recent articles about AI affecting this occupation

5 articles

AI Set to Transform Medical Diagnosis and Healthcare Roles

Artificial intelligence is poised to overhaul how medical professionals diagnose and treat drug-resistant infections, shifting the daily responsibilities of doctors. However, a lack of financial incentives is currently stalling the clinical rollout.

Wired AIyesterday

Healthcare Leaders Debate AI's Role in Medical Diagnostics

Industry executives are pushing patients to rely on AI for health analysis, sparking debate over the future role of human physicians. While full replacement isn't imminent, the shift threatens to commoditize routine diagnostic work.

CNBC Techyesterday

Healthcare AI Shift: From Passive Scribes to Autonomous Agents

The transition from basic AI medical scribes to fully autonomous agents will reshape clinical workflows. This shift threatens administrative roles while demanding new oversight skills from healthcare providers.

Out Of Pocket2d ago

Fragmented state AI laws threaten healthcare workers with compliance chaos

Inconsistent state-level AI regulations are creating a legal minefield for telehealth workers practicing across state lines. The lack of federal standards leaves healthcare staff vulnerable to conflicting compliance rules.

MobiHealthNews2d ago

AI-powered handheld ultrasounds could shift imaging tasks to non-specialists

Butterfly Network is integrating AI into its low-cost, handheld ultrasound devices to make imaging accessible without specialized training. This threatens to commoditize traditional sonographer roles while expanding diagnostic capabilities to general practitioners and nurses.

Healthcare Dive3d ago

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