AITakeover Tracker
27%medium risk

Neurologists

Diagnose, treat, and help prevent diseases and disorders of the nervous system.

Higher risk than 25% of occupations

AI Impact Summary

Neurologists faces moderate AI displacement risk with a score of 27/100. This occupation has higher AI displacement risk than 25% of all analyzed occupations. Of 24 analyzed tasks, 4 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)

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.

Social Perceptiveness90%

Social Perceptiveness 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.

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.

AI-Augmented Skills (7)

Critical ThinkingMonitoringJudgment and Decision MakingWritingActive LearningSystems AnalysisTechnology Design

Recommended Courses

Courses matched to Neurologists 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

-7.6pt 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

Courseraintermediate

Leading People and Teams Specialization

by University of Michigan

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

Estimated Impact

-4.2pt 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

High School Diploma2%
Doctoral/Professional Degree5%
Level 1129%
Level 1264%

Prior Experience Needed

Work experience required to enter this job

None7%
3-6 months3%
6 months - 1 year14%
1-2 years3%
2-4 years11%
4-6 years28%
6-8 years6%
8-10 years15%
Over 10 years14%

Training Provided After Hiring

How long it typically takes to learn on the job

None21%
Up to 1 month2%
1-3 months5%
3-6 months8%
6 months - 1 year8%
1-2 years16%
2-4 years14%
4-6 years16%
6-8 years10%

How AI Impacts Each Task

24 tasks analyzed

Interview patients to obtain information such as complaints, symptoms, medical histories, and family histories.

Risk: 31.0%AI: 40EstimatedTime: 8%

Examine patients to obtain information about functional status of areas such as vision, physical strength, coordination, reflexes, sensations, language skills, cognitive abilities, and mental status.

Risk: 11.0%AI: 5EstimatedTime: 8%

Perform or interpret the outcomes of procedures or diagnostic tests such as lumbar punctures, electroencephalography, electromyography, and nerve conduction velocity tests.

Risk: 11.0%AI: 5EstimatedTime: 5%

Order or interpret results of laboratory analyses of patients' blood or cerebrospinal fluid.

Risk: 53.0%AI: 65EstimatedTime: 4%

Diagnose neurological conditions based on interpretation of examination findings, histories, or test results.

Risk: 51.0%AI: 60EstimatedTime: 8%

Prescribe or administer medications, such as anti-epileptic drugs, and monitor patients for behavioral and cognitive side effects.

Risk: 43.0%AI: 40EstimatedTime: 5%

Identify and treat major neurological system diseases and disorders such as central nervous system infection, cranio spinal trauma, dementia, and stroke.

Risk: 43.0%AI: 40EstimatedTime: 5%

Inform patients or families of neurological diagnoses and prognoses, or benefits, risks and costs of various treatment plans.

Risk: 41.9%AI: 67.2ObservedTime: 6%

Develop treatment plans based on diagnoses and on evaluation of factors such as age and general health, or procedural risks and costs.

Risk: 59.0%AI: 80ObservedTime: 6%

Prepare, maintain, or review records that include patients' histories, neurological examination findings, treatment plans, or outcomes.

Risk: 86.0%AI: 92EstimatedTime: 10%

Communicate with other health care professionals regarding patients' conditions and care.

Risk: 29.0%AI: 35EstimatedTime: 4%

Counsel patients or others on the background of neurological disorders including risk factors, or genetic or environmental concerns.

Risk: 23.0%AI: 20EstimatedTime: 4%

Interpret the results of neuroimaging studies such as Magnetic Resonance Imaging (MRI), Single Photon Emission Computed Tomography (SPECT), and Positron Emission Tomography (PET) scans.

Risk: 59.0%AI: 80EstimatedTime: 5%

Determine brain death using accepted tests and procedures.

Risk: 35.0%AI: 20EstimatedTime: 2%

Coordinate neurological services with other health care team activities.

Risk: 27.0%AI: 30EstimatedTime: 3%

Refer patients to other health care practitioners as necessary.

Risk: 84.0%AI: 87EstimatedTime: 2%

Advise other physicians on the treatment of neurological problems.

Risk: 29.0%AI: 35EstimatedTime: 3%

Perform specialized treatments in areas such as sleep disorders, neuroimmunology, neuro-oncology, behavioral neurology, and neurogenetics.

Risk: 41.0%AI: 35EstimatedTime: 3%

Participate in continuing education activities to maintain and expand competence.

Risk: 84.0%AI: 87EstimatedTime: 2%

Order supportive care services such as physical therapy, specialized nursing care, and social services.

Risk: 85.2%AI: 90EstimatedTime: 2%

Provide training to medical students or staff members.

Risk: 27.0%AI: 30EstimatedTime: 2%

Prescribe or administer treatments such as transcranial magnetic stimulation, vagus nerve stimulation, and deep brain stimulation.

Risk: 11.0%AI: 5EstimatedTime: 2%

Supervise medical technicians in the performance of neurological diagnostic or therapeutic activities.

Risk: 23.0%AI: 20EstimatedTime: 2%

Participate in neuroscience research activities.

Risk: 53.0%AI: 65EstimatedTime: 2%

Protective Factors

Total protective discount: 38.7%

Essential Soft Skills

Traits that are hard for AI to replicate

Concern for OthersIntegrityAttention to DetailStress ToleranceCooperationDependabilityInitiativeSelf ControlLeadershipAnalytical ThinkingPersistenceIndependence
Career Planning

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Recommendations

Skills to Develop

These skills are at risk from AI automation. Neurologists 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.

  • 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.

  • Social Perceptiveness

    Social Perceptiveness 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.

  • 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.

  • Monitoring

    Monitoring 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.

  • 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.

Score History

Risk score over 2 scoring runs

-0.9

overall change

Checking for existing plan...