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Healthcare · Updated Aug 2026

Neurologists

Diagnose, manage, and treat disorders and diseases of the brain, spinal cord, and peripheral nerves, with a primarily nonsurgical focus.

JVS 2.0.0-phase4b
AI Exposure
61/100
High

How much of this occupation’s work can be materially affected by current AI systems.

Replacement Risk
51/100
Moderate

How likely exposure is to translate into reduced human demand.

Includes provisional estimates for AI adoption pressure and labour-market resilience. How this is measured

Evidence quality
Confidence83/100
Task coverage87%

Confidence reflects task coverage, mapping and capability-evidence quality, and how much of the score rests on provisional inputs.

Task-level evidence

What is driving the score?

Occupation scores are built from the task mix—not a single prediction about a job title.

JVS 2.0.0-phase4b
TaskImportanceAI impactExposure
Diagnose neurological conditions based on interpretation of examination findings, histories, or test results.High
66
Develop treatment plans based on diagnoses and on evaluation of factors, such as age and general health, or procedural risks and costs.High
65
Perform or interpret the outcomes of procedures or diagnostic tests, such as lumbar punctures, electroencephalography, electromyography, and nerve conduction velocity tests.High
66
Inform patients or families of neurological diagnoses and prognoses, or benefits, risks and costs of various treatment plans.High
66
Order or interpret results of laboratory analyses of patients' blood or cerebrospinal fluid.High
62
Prepare, maintain, or review records that include patients' histories, neurological examination findings, treatment plans, or outcomes.High
65
Interview patients to obtain information, such as complaints, symptoms, medical histories, and family histories.High
56
Identify and treat major neurological system diseases and disorders, such as central nervous system infection, cranio spinal trauma, dementia, and stroke.High
65
Communicate with other health care professionals regarding patients' conditions and care.High
62
Interpret the results of neuroimaging studies, such as Magnetic Resonance Imaging (MRI), Single Photon Emission Computed Tomography (SPECT), and Positron Emission Tomography (PET) scans.High
67
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.High
47
Coordinate neurological services with other health care team activities.High
66
Advise other physicians on the treatment of neurological problems.High
68
Order supportive care services, such as physical therapy, specialized nursing care, and social services.High
68
Counsel patients or others on the background of neurological disorders including risk factors, or genetic or environmental concerns.High
48
Prescribe or administer medications, such as anti-epileptic drugs, and monitor patients for behavioral and cognitive side effects.High
40
Perform specialized treatments in areas such as sleep disorders, neuroimmunology, neuro-oncology, behavioral neurology, and neurogenetics.High
67
Refer patients to other health care practitioners as necessary.High
56
Most exposed

Where AI can do more

Routine, digitized, and highly repeatable tasks face the greatest pressure.

  1. Advise other physicians on the treatment of neurological problems.68
  2. Order supportive care services, such as physical therapy, specialized nursing care, and social services.68
  3. Interpret the results of neuroimaging studies, such as Magnetic Resonance Imaging (MRI), Single Photon Emission Computed Tomography (SPECT), and Positron Emission Tomography (PET) scans.67
  4. Perform specialized treatments in areas such as sleep disorders, neuroimmunology, neuro-oncology, behavioral neurology, and neurogenetics.67
Hardest to automate

Where people still matter

These tasks score lowest on automation feasibility—physical presence, judgement, accountability and real-world variability all resist end-to-end automation.

  1. Diagnose neurological conditions based on interpretation of examination findings, histories, or test results.01
  2. Develop treatment plans based on diagnoses and on evaluation of factors, such as age and general health, or procedural risks and costs.02
  3. Perform or interpret the outcomes of procedures or diagnostic tests, such as lumbar punctures, electroencephalography, electromyography, and nerve conduction velocity tests.03
  4. Identify and treat major neurological system diseases and disorders, such as central nervous system infection, cranio spinal trauma, dementia, and stroke.04
  5. Interpret the results of neuroimaging studies, such as Magnetic Resonance Imaging (MRI), Single Photon Emission Computed Tomography (SPECT), and Positron Emission Tomography (PET) scans.05
Where else this work leads

Related occupations

Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.

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Beyond AI capability

Adoption and labour-market outlook

Structural factors are kept separate from raw capability so you can see what actually resists automation. Adoption pressure and labour-market resilience are still provisional models—25% of this occupation’s replacement-risk weight rests on them.

Human dependency64
Physical dependency36
Adoption pressure56
Labour-market resilience72
Methodology & sources

O*NET 30.3 occupational data interpreted through the JobsVsAI capability, automation and structural-constraint models.

Confidence83/100
CalculatedAug 21, 2026
Read methodology →