Neurologists
HealthcareAI exposure
- Data source: BLSPublished: 2026-08
High· relative
LowFour relative bandsVery highGroup-level value
Scale, basis and source
Four relative bands (Low / Moderate / High / Very high)
831 detailed occupations in the BLS Employment Projections table. Assigned per National Employment Matrix (NEM) code, so occupations sharing a NEM code carry the same band
- Data source: AnthropicPublished: 2026-03
0.000
0.000Range of values carried here0.745Scale, basis and source
- Data source: ILOPublished: 2025
0.27
0.09Range of values carried here0.70Group-level value
Scale, basis and source
Generative AI exposure index, 0–1 as published
ISCO-08 unit group — every occupation sharing the code gets this value
Computed by this site, not published by the ILO: of the 1,012 occupations this site links to the ILO dataset, 74% score at or above this value.
What kind of figure this source publishes
The BLS category is a relative rank, not an absolute level, and it is not a first-hand measurement: it groups an occupation's percentile ranks across several published studies into four bands. It is not an employment or wage forecast, not a probability of adoption, and it does not separate automation from augmentation.
Task-level exposure
Exposed tasks only| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Counsel patients or others on the background of neurological disorders including risk factors, or genetic or environmental concerns.29-1217 | 0.0100100.0 | 0.00000.0 |
Interpret the results of neuroimaging studies, such as Magnetic Resonance Imaging (MRI), Single Photon Emission Computed Tomography (SPECT), and Positron Emission Tomography (PET) scans.29-1217 | 0.00000.0 | 0.00000.0 |
Refer patients to other health care practitioners as necessary.29-1217 | 0.00000.0 | 0.00000.0 |
Interview patients to obtain information, such as complaints, symptoms, medical histories, and family histories.29-1217 | 0.00000.0 | 0.00000.0 |
Diagnose neurological conditions based on interpretation of examination findings, histories, or test results.29-1217 | 0.00000.0 | 0.00000.0 |
Advise other physicians on the treatment of neurological problems.29-1217 | 0.00000.0 | —0 |
| Not observed on any surface — 18 task(s) — These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states. | ||
Participate in neuroscience research activities. | —0 | —0 |
Provide training to medical students or staff members. | —0 | —0 |
Participate in continuing education activities to maintain and expand competence. | —0 | —0 |
Supervise medical technicians in the performance of neurological diagnostic or therapeutic activities. | —0 | —0 |
Prescribe or administer medications, such as anti-epileptic drugs, and monitor patients for behavioral and cognitive side effects. | —0 | —0 |
Prepare, maintain, or review records that include patients' histories, neurological examination findings, treatment plans, or outcomes. | —0 | —0 |
Order or interpret results of laboratory analyses of patients' blood or cerebrospinal fluid. | —0 | —0 |
Order supportive care services, such as physical therapy, specialized nursing care, and social services. | —0 | —0 |
Inform patients or families of neurological diagnoses and prognoses, or benefits, risks and costs of various treatment plans. | —0 | —0 |
Develop treatment plans based on diagnoses and on evaluation of factors, such as age and general health, or procedural risks and costs. | —0 | —0 |
Determine brain death using accepted tests and procedures. | —0 | —0 |
Communicate with other health care professionals regarding patients' conditions and care. | —0 | —0 |
Coordinate neurological services with other health care team activities. | —0 | —0 |
Perform or interpret the outcomes of procedures or diagnostic tests, such as lumbar punctures, electroencephalography, electromyography, and nerve conduction velocity tests. | —0 | —0 |
Identify and treat major neurological system diseases and disorders, such as central nervous system infection, cranio spinal trauma, dementia, and stroke. | —0 | —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. | —0 | —0 |
Prescribe or administer treatments, such as transcranial magnetic stimulation, vagus nerve stimulation, and deep brain stimulation. | —0 | —0 |
Perform specialized treatments in areas such as sleep disorders, neuroimmunology, neuro-oncology, behavioral neurology, and neurogenetics. | —0 | —0 |
Values in this tab are predicted labels, not observations. Eloundou et al. (2023) published two rating regimes — human raters and GPT-4 — and the β shown here is derived from the GPT-4 rater basis alone; the same task can take a different value under the other regime. The unit and the meaning differ from the observed shares (%) in the other tabs, so do not place them on the same axis.
| Task | βE1 + 0.5 × E2 |
|---|---|
Prepare, maintain, or review records that include patients' histories, neurological examination findings, treatment plans, or outcomes.O*NET Task ID 17119 | 1.0 |
Participate in neuroscience research activities.O*NET Task ID 17109 | 0.5 |
Provide training to medical students or staff members.O*NET Task ID 17110 | 0.5 |
Participate in continuing education activities to maintain and expand competence.O*NET Task ID 17111 | 0.5 |
Supervise medical technicians in the performance of neurological diagnostic or therapeutic activities.O*NET Task ID 17112 | 0.5 |
Counsel patients or others on the background of neurological disorders including risk factors, or genetic or environmental concerns.O*NET Task ID 17113 | 0.5 |
Interpret the results of neuroimaging studies, such as Magnetic Resonance Imaging (MRI), Single Photon Emission Computed Tomography (SPECT), and Positron Emission Tomography (PET) scans.O*NET Task ID 17114 | 0.5 |
Refer patients to other health care practitioners as necessary.O*NET Task ID 17115 | 0.5 |
Advise other physicians on the treatment of neurological problems.O*NET Task ID 17116 | 0.5 |
Prescribe or administer medications, such as anti-epileptic drugs, and monitor patients for behavioral and cognitive side effects.O*NET Task ID 17117 | 0.5 |
Prescribe or administer treatments, such as transcranial magnetic stimulation, vagus nerve stimulation, and deep brain stimulation.O*NET Task ID 17118 | 0.0 |
Perform specialized treatments in areas such as sleep disorders, neuroimmunology, neuro-oncology, behavioral neurology, and neurogenetics.O*NET Task ID 17120 | 0.0 |
Determine brain death using accepted tests and procedures.O*NET Task ID 17127 | 0.0 |
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.O*NET Task ID 17132 | 0.0 |
β = E1 + 0.5 × E2 · E1 = tasks where direct LLM access alone cuts time by at least 50%, E2 = tasks where software built on top of an LLM cuts time by at least 50%. Values take only 0 / 0.5 / 1.0.
Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page