Neurologists
Machines can already do 34% of this job's tasks. By 2035 that rises to 54%. The job changes before it disappears.
Share of the work machines can do
Worldwide baseline, 2026 to 2050
Neurologists in 2026: the short answer
- Today: machines can do 34% of this job's tasks, and AI use is already seen in 0% of them.
- Forecast: machines can do half of its tasks by 2033, and 54% by 2035, according to the 311 Strategic Intelligence Unit.
- Size: 10,590 people do this job in the United States, on a median pay of $248,560 a year.
- Contact with people: it scores 89% for contact with people.
- Also called: Adult and Pediatric Neurologist, Adult Neurologist, General Neurologist, Neurologist.
Updated by the 311 Strategic Intelligence Unit. These are worldwide baseline figures; the Workforce Starburst shows them for your country. Go deeper: How ready am I? or an executive briefing.
How the work changes, task by task
The tasks that take up most of the day, with the share of each that machines can do in 2026 (dark) and 2035 (pink). Worldwide baseline.
| Task | Share of the day | Machines can do | 2026 to 2035 |
|---|---|---|---|
| Prepare, maintain, or review records that include patients' histories, neurological examination findings, treatment plans, or outcomes | 13% | 63% to 81% | |
| Interview patients to obtain information, such as complaints, symptoms, medical histories, and family histories | 11% | 64% to 78% | |
| 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 | 9% | 3% to 25% | |
| Perform or interpret the outcomes of procedures or diagnostic tests, such as lumbar punctures, electroencephalography, electromyography, and nerve conduction velocity tests | 7% | 3% to 25% | |
| Communicate with other health care professionals regarding patients' conditions and care | 6% | 27% to 46% | |
| Diagnose neurological conditions based on interpretation of examination findings, histories, or test results | 5% | 38% to 62% | |
| Prescribe or administer medications, such as anti-epileptic drugs, and monitor patients for behavioral and cognitive side effects | 5% | 30% to 57% | |
| Identify and treat major neurological system diseases and disorders, such as central nervous system infection, cranio spinal trauma, dementia, and stroke | 5% | 3% to 25% |
The skills this job runs on
The skills neurologists use most, most used first.
Safer jobs nearby
Jobs with a similar skill shape where machines can do less of the work by 2035.
- Physician Assistants51% of tasks by 2035 · US median $135,880
- General Internal Medicine Physicians50% of tasks by 2035 · US median $256,560
- Family Medicine Physicians50% of tasks by 2035 · US median $244,180
- Radiologists52% of tasks by 2035 · US median $420,860
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Questions
When will machines do half of the tasks of Neurologists?
Machines can do half of its tasks by 2033. That is the worldwide baseline from the 311 Workforce Starburst, before adjusting for country.
Will AI take the job of neurologists?
Machines can do 34% of the tasks of neurologists today and 54% by 2035. The job changes before it disappears: the routine tasks move first.
Sources and citing
Tasks and their share of the day: O*NET 31.0, occupation 29-1217.00 (US Department of Labor, CC BY 4.0). Pay and jobs: US Bureau of Labor Statistics, Occupational Employment and Wage Statistics, May 2025. AI use today: Anthropic Economic Index (CC BY). Scoring and forecast: the 311 Strategic Intelligence Unit; after 2035 the figures extend each trend, with lower confidence. Foresight, not advice.
Cite as: 311 Institute (2026). Neurologists: the outlook to 2050. 311 Workforce Starburst. https://www.311institute.com/jobs/neurologists/