AITakeover Tracker
26%medium risk

Internists, General

Physicians who diagnose and provide non-surgical treatment of diseases and injuries of internal organ systems. Provide care mainly for adults who have a wide range of problems associated with the internal organs.

Higher risk than 23% of occupations

AI Impact Summary

Internists, General faces moderate AI displacement risk with a score of 26/100. This occupation has higher AI displacement risk than 23% of all analyzed occupations. Of 19 analyzed tasks, 1 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.

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.

Memorization5%

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

Mathematics10%

Mathematics 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)

Complex Problem Solving75%

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

Adaptability/Flexibility85%

Adaptability/Flexibility 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.

Service Orientation82%

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

Coordination70%

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

Persuasion80%

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

Instructing75%

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

AI-Augmented Skills (7)

Judgment and Decision MakingCritical ThinkingWritingActive LearningMonitoringSystems AnalysisTechnology Design

Recommended Courses

Courses matched to Internists, General 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

-7.4pt 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

-5.6pt 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.

Education & Training

Percentage of workers at each education and training level

Education Level

Level 1139%
Level 1261%

Prior Experience Needed

Work experience required to enter this job

None3%
1-2 years10%
2-4 years22%
4-6 years37%
6-8 years16%
8-10 years1%
Over 10 years11%

Training Provided After Hiring

How long it typically takes to learn on the job

None17%
Up to 1 month10%
1-3 months23%
3-6 months2%
6 months - 1 year22%
1-2 years10%
2-4 years8%
4-6 years8%

How AI Impacts Each Task

19 tasks analyzed

Treat internal disorders, such as hypertension, heart disease, diabetes, or problems of the lung, brain, kidney, or gastrointestinal tract.

Risk: 35.0%AI: 20EstimatedTime: 8%

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

Risk: 31.0%AI: 10EstimatedTime: 8%

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

Risk: 36.3%AI: 53.2ObservedTime: 10%

Manage and treat common health problems, such as infections, influenza or pneumonia, as well as serious, chronic, and complex illnesses, in adolescents, adults, and the elderly.

Risk: 35.0%AI: 20EstimatedTime: 8%

Analyze records, reports, test results, or examination information to diagnose medical condition of patient.

Risk: 48.6%AI: 54.05ObservedTime: 10%

Provide and manage long-term, comprehensive medical care, including diagnosis and nonsurgical treatment of diseases, for adult patients in an office or hospital.

Risk: 35.0%AI: 20EstimatedTime: 8%

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

Risk: 64.9%AI: 39.28ObservedTime: 13%

Make diagnoses when different illnesses occur together or in situations where the diagnosis may be obscure.

Risk: 49.0%AI: 55EstimatedTime: 5%

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

Risk: 25.0%AI: 25EstimatedTime: 5%

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

Risk: 52.8%AI: 64.42ObservedTime: 5%

Immunize patients to protect them from preventable diseases.

Risk: 43.0%AI: 25EstimatedTime: 2%

Refer patient to medical specialist or other practitioner when necessary.

Risk: 49.0%AI: 55EstimatedTime: 2%

Advise surgeon of a patient's risk status and recommend appropriate intervention to minimize risk.

Risk: 45.0%AI: 45EstimatedTime: 2%

Provide consulting services to other doctors caring for patients with special or difficult problems.

Risk: 47.0%AI: 50EstimatedTime: 2%

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

Risk: 17.0%AI: 5EstimatedTime: 4%

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 in hospitals, businesses, or communities for prevention and treatment of injuries or illnesses.

Risk: 47.0%AI: 50EstimatedTime: 2%

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

Risk: 55.0%AI: 70EstimatedTime: 2%

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

Risk: 73.4%AI: 60.52ObservedTime: 2%

Protective Factors

Total protective discount: 37.6%

Essential Soft Skills

Traits that are hard for AI to replicate

Attention to DetailIntegrityDependabilityConcern for OthersStress ToleranceAnalytical ThinkingSelf ControlSocial OrientationCooperationIndependenceAdaptability/FlexibilityPersistence
Career Planning

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Recommendations

Skills to Develop

These skills are at risk from AI automation. Internists, General 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.

  • Memorization

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

  • Mathematics

    Mathematics 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.

  • Complex Problem Solving

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

  • Adaptability/Flexibility

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

  • Social Perceptiveness

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

  • Leadership

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

  • Service Orientation

    Service Orientation 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.

  • 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.

  • 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.

  • 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

-1.6

overall change

Checking for existing plan...