Neurologists

Neurologists score 46 out of 100, which is elevated exposure to AI. That ranks #330 of 923 US occupations, where #1 is the most exposed. Of the 24 tasks in this job, AI could speed up 1 on its own and 19 more with extra software built on top of it. In April–May 2026, 6 of these tasks showed up in real conversations with Claude, Anthropic's AI assistant.

46/ 100

Elevated

Rank: #330of 923 jobs
US workers: 10,590BLS, May 2025
Median pay: $248,560a year
In real AI use: 6 of 24tasks, April–May 2026

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Task by task

Each task this job involves, as listed by O*NET, rated on whether a large language model like GPT-4 could cut the time it takes by at least half at the same quality. Tasks marked Seen in real AI use appeared in conversations with Claude in April–May 2026 (Anthropic Economic Index).

AI can speed this up on its own: 1 (4%)
AI can speed this up with extra software: 19 (79%)
Little or no AI speed-up: 4 (17%)

Prepare, maintain, or review records that include patients' histories, neurological examination findings, treatment plans, or outcomes.AI can speed this up on its own · core task
Interview patients to obtain information, such as complaints, symptoms, medical histories, and family histories.AI can speed this up with extra software · core task · Seen in real AI use
Perform or interpret the outcomes of procedures or diagnostic tests, such as lumbar punctures, electroencephalography, electromyography, and nerve conduction velocity tests.AI can speed this up with extra software · core task
Order or interpret results of laboratory analyses of patients' blood or cerebrospinal fluid.AI can speed this up with extra software · core task
Diagnose neurological conditions based on interpretation of examination findings, histories, or test results.AI can speed this up with extra software · core task · Seen in real AI use
Prescribe or administer medications, such as anti-epileptic drugs, and monitor patients for behavioral and cognitive side effects.AI can speed this up with extra software · core task
Identify and treat major neurological system diseases and disorders, such as central nervous system infection, cranio spinal trauma, dementia, and stroke.AI can speed this up with extra software · core task
Develop treatment plans based on diagnoses and on evaluation of factors, such as age and general health, or procedural risks and costs.AI can speed this up with extra software · core task
Inform patients or families of neurological diagnoses and prognoses, or benefits, risks and costs of various treatment plans.AI can speed this up with extra software · core task
Communicate with other health care professionals regarding patients' conditions and care.AI can speed this up with extra software · core task
Counsel patients or others on the background of neurological disorders including risk factors, or genetic or environmental concerns.AI can speed this up with extra software · core task · Seen in real AI use
Interpret the results of neuroimaging studies, such as Magnetic Resonance Imaging (MRI), Single Photon Emission Computed Tomography (SPECT), and Positron Emission Tomography (PET) scans.AI can speed this up with extra software · core task · Seen in real AI use
Coordinate neurological services with other health care team activities.AI can speed this up with extra software · core task
Refer patients to other health care practitioners as necessary.AI can speed this up with extra software · core task · Seen in real AI use
Advise other physicians on the treatment of neurological problems.AI can speed this up with extra software · core task · Seen in real AI use
Participate in continuing education activities to maintain and expand competence.AI can speed this up with extra software · core task
Order supportive care services, such as physical therapy, specialized nursing care, and social services.AI can speed this up with extra software · core task
Provide training to medical students or staff members.AI can speed this up with extra software · core task
Supervise medical technicians in the performance of neurological diagnostic or therapeutic activities.AI can speed this up with extra software · core task
Participate in neuroscience research activities.AI can speed this up with extra software · core task
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.Little or no AI speed-up · core task
Determine brain death using accepted tests and procedures.Little or no AI speed-up · core task
Perform specialized treatments in areas such as sleep disorders, neuroimmunology, neuro-oncology, behavioral neurology, and neurogenetics.Little or no AI speed-up · supplemental task
Prescribe or administer treatments, such as transcranial magnetic stimulation, vagus nerve stimulation, and deep brain stimulation.Little or no AI speed-up · supplemental task

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Questions about neurologists and AI

Will AI replace neurologists?

Not entirely. Parts of the job are likely to change as AI takes over routine tasks. Neurologists score 46 out of 100 (elevated exposure), #330 of 923 US jobs. AI could speed up 20 of the job's 24 tasks, 1 of them on its own, while 4 see little or no speed-up. Exposure means the work is likely to change, not that the job will disappear.

Which neurologists tasks can AI do?

The most exposed tasks include "Prepare, maintain, or review records that include patients' histories, neurological examination findings, treatment plans, or outcomes".

Which neurologists tasks are hardest for AI?

Tasks with little or no AI speed-up include "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"; "Determine brain death using accepted tests and procedures"; "Perform specialized treatments in areas such as sleep disorders, neuroimmunology, neuro-oncology, behavioral neurology, and neurogenetics".

Are people already using AI for this work?

Yes. In April–May 2026, 6 of the 24 tasks showed up in real conversations with Claude, according to the Anthropic Economic Index.

How many people work as neurologists, and what do they earn?

About 10,590 people in the US, with median pay of $248,560 a year (BLS, May 2025).

How to read this score. Exposure measures how much of the work AI could speed up, not whether the job will disappear. A highly exposed job can change shape, with people spending less time on routine tasks and more on the rest. The score counts tasks AI can speed up on its own in full, and tasks that need extra software at half weight.

The ratings come from published research based on GPT-4 (2023). To show what's happening now, each task is also checked against the latest Anthropic Economic Index, which records which tasks people actually use AI for. That data is refreshed automatically when Anthropic publishes a new release. Read the full method.