Will AI replace Neurologists?
AI reaches some of this job’s work, but most of it stays with people.
37/100
Moderate exposure
More exposed to AI than 58% of US workers.
- AI already used in
- 3% of the work
- As AI tools mature: up to
- 61% of the work
What the job involves
Diagnose, manage, and treat disorders and diseases of the brain, spinal cord, and peripheral nerves, with a primarily nonsurgical focus.
Where AI reaches the work
The job’s main tasks, heaviest first, by how far AI reaches them.
Already happening(1)
- Interview patients to obtain information, such as complaints, symptoms, medical histories, and family histories.
Within reach(13)
- Perform or interpret the outcomes of procedures or diagnostic tests, such as lumbar punctures, electroencephalography, electromyography, and nerve conduction velocity tests.
- Order or interpret results of laboratory analyses of patients' blood or cerebrospinal fluid.
- Develop treatment plans based on diagnoses and on evaluation of factors, such as age and general health, or procedural risks and costs.
- Inform patients or families of neurological diagnoses and prognoses, or benefits, risks and costs of various treatment plans.
- Communicate with other health care professionals regarding patients' conditions and care.
and 8 more
Out of reach(10)
- 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.
- Prescribe or administer medications, such as anti-epileptic drugs, and monitor patients for behavioral and cognitive side effects.
- Diagnose neurological conditions based on interpretation of examination findings, histories, or test results.
- Identify and treat major neurological system diseases and disorders, such as central nervous system infection, cranio spinal trauma, dementia, and stroke.
- Determine brain death using accepted tests and procedures.
and 5 more
Also called
Neurologist · Physician · Adult and Pediatric Neurologist · Adult Neurologist · General Neurologist · Pediatric Neurologist · Child Neurologist · Chiropractic Neurologist
Related jobs
What these numbers mean
The score is the share of this job’s work, weighted by how important and frequent each task is, that AI could do in half the time: tasks an AI model could do alone count in full, tasks that need software built on AI count half.
“AI already used” is the share of the work in tasks where people are recorded using AI today. “As AI tools mature” counts every task AI could halve, with or without extra software.
The percentile compares the score with every job’s, weighted by how many people in the US do each one. Exposure means AI could change how the work is done, not that the job goes away. These are estimates for the typical job, not predictions.
Sources
- O*NET 31.0 Database, U.S. Department of Labor, Employment and Training Administration
- GPTs are GPTs: Labor market impact potential of LLMs (task labels), Eloundou, Manning, Mishkin & Rock (2023), OpenAI and University of Pennsylvania
- Anthropic Economic Index: labor market impacts (task penetration), Anthropic
- Occupational Employment and Wage Statistics, May 2025 (national and metropolitan areas), U.S. Bureau of Labor Statistics