Occupation baseline · Research consensus
Will AI replace Neurologists?
Baseline AI displacement risk for Neurologists, aggregated from 5 research sources.
What this score means
Neurologists is among the least exposed roles in Healthcare. Most of what the job involves still sits outside what current AI can do, even as the tools around it keep changing. At 23 out of 100 it sits close to the Healthcare average of 22. Across the 5 sources behind this baseline, individual estimates run from 5 to 39, so the score is a weighted consensus rather than any single figure.
The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works
What this job actually involves
Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Neurologists, most central first, showing 12 of 24.
- 01Interview patients to obtain information, such as complaints, symptoms, medical histories, and family histories.
- 02Examine patients to obtain information about functional status of areas, such as vision, physical strength, coordination, reflexes, sensations, language skills, cognitive abilities, and mental status.
- 03Perform or interpret the outcomes of procedures or diagnostic tests, such as lumbar punctures, electroencephalography, electromyography, and nerve conduction velocity tests.
- 04Order or interpret results of laboratory analyses of patients' blood or cerebrospinal fluid.
- 05Diagnose neurological conditions based on interpretation of examination findings, histories, or test results.
- 06Prescribe or administer medications, such as anti-epileptic drugs, and monitor patients for behavioral and cognitive side effects.
- 07Identify and treat major neurological system diseases and disorders, such as central nervous system infection, cranio spinal trauma, dementia, and stroke.
- 08Develop treatment plans based on diagnoses and on evaluation of factors, such as age and general health, or procedural risks and costs.
- 09Inform patients or families of neurological diagnoses and prognoses, or benefits, risks and costs of various treatment plans.
- 10Prepare, maintain, or review records that include patients' histories, neurological examination findings, treatment plans, or outcomes.
- 11Communicate with other health care professionals regarding patients' conditions and care.
- 12Counsel patients or others on the background of neurological disorders including risk factors, or genetic or environmental concerns.
Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.
The research behind this score
This baseline aggregates 5 research sources that scored Neurologists for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.
- 01Anthropic Economic Index 2026 - AI Task Exposure · 2026Anthropic
- 02Global Automation Atlas: Task Substitution Exposure by Occupation · 2026Garg, Crosta, Baier (2026), arXiv:2605.17086
- 03Working with AI: Measuring the Applicability of Generative AI to Occupations · 2025Tomlinson, Jaffe et al., Microsoft Research (2025)
- 04GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024Eloundou, Manning, Mishkin, Rock (Science, 2024)
- 05AI Occupational Exposure to Language Modeling · 2023Felten, Raj, Seamans (2023)
Common questions
- How likely is AI to replace Neurologists?
- Published research puts Neurologists at 23 out of 100 for AI displacement risk, in the lower risk band. The number is a weighted consensus of 5 research sources and describes the typical version of the role, not any individual.
- Do researchers agree on the risk for Neurologists?
- Only partly. Individual estimates for Neurologists run from 5 to 39 out of 100 across the 5 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.
- Which healthcare roles face similar AI exposure?
- The closest published healthcare roles to Neurologists by score are Music Therapists (23/100), Podiatrists (23/100), and Sports Medicine Physicians (23/100). Each has its own page with the research behind its number.
Also covers
Adult Neurologist · Adult and Pediatric Neurologist · Child Neurologist · Chiropractic Neurologist · Epileptologist · General Neurologist · Headache Specialist · MD (Medical Doctor) and related titles
Estimated displacement window
The dated estimate for this role is included in the full personalised report.
Your number is not the baseline
Seniority, sector, and how much of your day is routine all shift the score. Answer a few questions and get your personal risk score free, no signup.
Get my personal scoreFree · No credit card · No signup
More healthcare occupations
- Critical Care Nurses24/100
- Cytotechnologists24/100
- Music Therapists23/100
- Podiatrists23/100
- Sports Medicine Physicians23/100
- Allergists and Immunologists22/100
- Cardiologists22/100
- Healthcare Practitioners and Technical Workers, All Other22/100
Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.