Will neurologists be replaced by AI?
Updated
Neurologists score 37 of 100 for AI exposure. The largest share of their task time, 79%, is work AI speeds up while they stay in charge. AI can take over 4% outright, and 17% stays with people.
- 4% AI can do it
- 79% AI helps
- 17% Needs a person
Moderate exposure
Lower than 50% of the 923 occupations we scored.
Task by task
We graded 24 tasks, listed here from most to least exposed. AI can do 1 of them today, speeds up 18 and leaves 5 to people.
| Task | AI exposure |
|---|---|
| Prepare, maintain, or review records that include patients' histories, neurological examination findings, treatment plans, or outcomes. Ambient scribes and LLMs can draft notes; physician signs off. | 72% AI can do it |
| Order or interpret results of laboratory analyses of patients' blood or cerebrospinal fluid. AI flags and summarizes lab and CSF results for review. | 55% AI helps |
| Participate in neuroscience research activities. AI speeds literature review, data analysis and manuscript drafting. | 50% AI helps |
| Refer patients to other health care practitioners as necessary. AI can draft referral letters; choosing specialists needs judgment. | 48% AI helps |
| Communicate with other health care professionals regarding patients' conditions and care. AI can draft messages and summaries; clinician is responsible for communication. | 45% AI helps |
| 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 flags lesions and quantifies volumes; neurologist interprets. | 42% AI helps |
| Diagnose neurological conditions based on interpretation of examination findings, histories, or test results. AI offers differentials; clinician weighs findings and makes diagnosis. | 40% AI helps |
| Counsel patients or others on the background of neurological disorders including risk factors, or genetic or environmental concerns. AI can explain risks and genetics in plain language. | 40% AI helps |
| Coordinate neurological services with other health care team activities. Scheduling and team messages can be automated; coordination needs people. | 40% AI helps |
| Participate in continuing education activities to maintain and expand competence. AI summarizes papers and quizzes learners on updates. | 40% AI helps |
Show the other 14 tasks
| Task | AI exposure |
|---|---|
| Prescribe or administer medications, such as anti-epileptic drugs, and monitor patients for behavioral and cognitive side effects. AI checks interactions and dosing; prescribing remains clinician decision. | 35% AI helps |
| Develop treatment plans based on diagnoses and on evaluation of factors, such as age and general health, or procedural risks and costs. AI can draft options and compare costs; physician decides plan. | 35% AI helps |
| Advise other physicians on the treatment of neurological problems. AI can draft advice notes; physician is responsible for the recommendations. | 35% AI helps |
| Interview patients to obtain information, such as complaints, symptoms, medical histories, and family histories. AI drafts intake summaries; live history taking stays human. | 30% AI helps |
| Identify and treat major neurological system diseases and disorders, such as central nervous system infection, cranio spinal trauma, dementia, and stroke. Treatment choices need clinical judgment and patient context. | 30% AI helps |
| Order supportive care services, such as physical therapy, specialized nursing care, and social services. AI helps with order sets; clinical need still decides. | 30% AI helps |
| Provide training to medical students or staff members. AI can build teaching materials; live teaching stays human. | 30% AI helps |
| Inform patients or families of neurological diagnoses and prognoses, or benefits, risks and costs of various treatment plans. AI drafts patient materials; delivering hard news stays human. | 28% AI helps |
| Perform or interpret the outcomes of procedures or diagnostic tests, such as lumbar punctures, electroencephalography, electromyography, and nerve conduction velocity tests. Procedures need skill; AI helps read EEG and EMG output. | 22% AI helps |
| Supervise medical technicians in the performance of neurological diagnostic or therapeutic activities. Supervising technicians in person needs hands-on oversight. | 15% Needs a person |
| Perform specialized treatments in areas such as sleep disorders, neuroimmunology, neuro-oncology, behavioral neurology, and neurogenetics. Specialized treatments need physical skill and expert judgment. | 15% Needs a person |
| Determine brain death using accepted tests and procedures. Brain death exams are bedside and legally accountable. | 10% Needs a person |
| Prescribe or administer treatments, such as transcranial magnetic stimulation, vagus nerve stimulation, and deep brain stimulation. Device programming and neuromodulation procedures need physical presence. | 8% Needs a person |
| 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. Hands-on neuro exam needs physical presence and touch. | 5% Needs a person |
How neurologists compare
All occupations (923)
Healthcare practitioners and technical (89)
Pay and outlook in the US
- Median pay
- $248,560 a year, May 2025
- People employed
- 10,590 in the US, May 2025
- Projected change in jobs
- +6.4% from 2024 to 2034
Skills to build
- Perform bedside neurological exams and document findings in Epic Systems
- Read EEG and EMG output and perform lumbar punctures
- Program deep brain and vagus nerve stimulators in clinic
- Interpret MRI, SPECT and PET neuroimaging studies
- Review AI-drafted clinical notes in eClinicalWorks before signing
- Hold board certification in neurology from the ABPN
Safer roles nearby
5 related occupations with lower scores.
Questions about neurologists and AI
Will AI replace neurologists?
Partly. About 3 in 10 working hours of a neurologist go to tasks AI can already do, mostly drafting patient records and reviewing lab and CSF results. The hands-on neurological exam, procedures and treatment decisions stay with the neurologist.
Which neurology tasks is AI taking over?
Record keeping is the most exposed task, with an exposure score of 72, because ambient scribes and LLMs can draft histories, exam findings and treatment plans for the physician to sign. Lab and CSF result summaries (score 55) and literature review and manuscript drafting for research (score 50) follow.
Which neurology tasks stay with human neurologists?
The hands-on neurological exam has the lowest exposure in the job at 5, because it needs physical presence and touch. Deep brain stimulation programming (score 8) and brain death determination (score 10) also stay with neurologists, since they are bedside procedures with legal accountability.
How do neurologists stay valuable as AI takes on documentation?
Move time saved on charting into the bedside exam and procedures such as lumbar punctures. Check every AI-drafted note in Epic Systems before signing it. Keep board certification current and build a subspecialty in neuroimmunology, neuro-oncology or neurogenetics.
Related jobs
Next steps for neurologists
Check which roles in your team AI can take on
We map your team's tasks, show what AI can do today and build the automations that pay back first.
Related topics
- Jobs AI can't replaceCement masons score lowest, at 8.
- Jobs most at risk from AIProofreaders score highest, at 76.
- High-paying jobs with low AI exposureRadiologists earn a median $420,860 and score 46.
- Entry-level jobs with low AI exposureCement masons need little prior training and score 8.
- Jobs AI speeds up the mostFor natural sciences managers, AI speeds up 96% of task time.
- AI and jobs in Malta15 iGaming roles graded task by task.
- Skills that keep work humanThe skills to build in the jobs AI changes least.
- Jobs A to ZEvery job we publish, by first letter.
- AI exposure by industryAverage scores for 22 occupation groups.
- Write a CV screening software can readHow applicant tracking systems read a CV, and what to change.
- AI for businessesThe tasks to automate first in each team and industry.
- How we score AI exposureThe grading, the weights and every source.