Healthcare Practitioners and Technical · United States (national)
Neurologists
How exposed this work is to automation, shown as ranges with the reasoning and sources.
The short version: this role is less exposed to automation, and meaningful change looks likely over the next 5 to 10 years.
It is a sourced range, not a verdict, and the detail is below.
Built on O*NET tasks, BLS pay and projections, and peer-reviewed AI-exposure research. Sources shown.
Data snapshot SNAPSHOT-2026-11-06. How it works
AI / softwarerange 25.0 to 49.0
Physical / roboticsrange 7.9 to 31.9
When the change is likely
Partial, 5 to 10 yearslocal demand stable
What to do about it
Use AI to outpace AI.
Strategies to protect your livelihood, most important first.
1
Use your 5 to 10 year runway
Change here is gradual. Build resilient skills steadily and watch the signals rather than waiting for a shock.
2
Pivot toward Pediatric Surgeons
It is skill-adjacent and less exposed (22.2 vs 37). A lateral move now beats a forced one later.
3
Build a financial buffer
Keep 6 to 12 months of expenses and diversify your income, so a disruption is a setback rather than a catastrophe.
4
Add a recognised credential
A certification or license raises the bar against automation and signals value in a tightening market.
Keep the monitor on
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Which of my tasks are exposed
Interview patients to obtain information, such as complaints, symptoms, medical histories, and family histories.
100.0
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.
100.0
Perform or interpret the outcomes of procedures or diagnostic tests, such as lumbar punctures, electroencephalography, electromyography, and nerve conduction velocity tests.
50.0
Order or interpret results of laboratory analyses of patients' blood or cerebrospinal fluid.
50.0
Diagnose neurological conditions based on interpretation of examination findings, histories, or test results.
50.0
Prescribe or administer medications, such as anti-epileptic drugs, and monitor patients for behavioral and cognitive side effects.
50.0
Identify and treat major neurological system diseases and disorders, such as central nervous system infection, cranio spinal trauma, dementia, and stroke.
100.0
Develop treatment plans based on diagnoses and on evaluation of factors, such as age and general health, or procedural risks and costs.
50.0
Longer, orange bars are more automatable; short green bars are resistant.
What is driving my result
lowers risk
raises risk
Task: Interview patients to obtain information, such as complaints, symptoms, medical histories, and family histories.
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.
Lower-risk adjacent roles
Pediatric Surgeons
22.2
Cardiologists
23.1
Orthopedic Surgeons, Except Pediatric
23.3
Clinical Neuropsychologists
27.8
Emergency Medicine Physicians
35.3
A full, ranked mitigation plan is part of the paid tiers.
How this score is calculated
Map Neurologists to its standard O*NET task list (8 core tasks).
Score each task for AI/software exposure (Eloundou et al. 2023) and physical/robotics exposure (an O*NET work-context proxy), each 0 to 100.
The two axis scores are the task averages: AI 37.0, robotics 19.9.
The timeline comes from the higher axis (37.0), shifted for local demand (stable), and seniority. It is read against your remaining working years.
Ranges are about ±12 points. A backtest against real BLS employment change shows the risk ranking holds in aggregate, but individual outcomes are predicted weakly, so results are ranges, never a flat verdict.
Sources: O*NET, Eloundou et al. (2023), GPTs are GPTs, O*NET Work Context, BLS CPI-U, BLS OEWS.
Snapshot SNAPSHOT-2026-11-06. Full method and backtest on How it works.