Neurologists

Task by task

Each task this job involves, as listed by O*NET, rated on whether a large language model like GPT-4 could cut the time it takes by at least half at the same quality. Tasks marked Seen in real AI use appeared in conversations with Claude in April–May 2026 (Anthropic Economic Index).

• AI can speed this up on its own: 1 (4%)
• AI can speed this up with extra software: 19 (79%)
• Little or no AI speed-up: 4 (17%)

• Prepare, maintain, or review records that include patients' histories, neurological examination findings, treatment plans, or outcomes.AI can speed this up on its own · core task
• Interview patients to obtain information, such as complaints, symptoms, medical histories, and family histories.AI can speed this up with extra software · core task · Seen in real AI use
• Perform or interpret the outcomes of procedures or diagnostic tests, such as lumbar punctures, electroencephalography, electromyography, and nerve conduction velocity tests.AI can speed this up with extra software · core task
• Order or interpret results of laboratory analyses of patients' blood or cerebrospinal fluid.AI can speed this up with extra software · core task
• Diagnose neurological conditions based on interpretation of examination findings, histories, or test results.AI can speed this up with extra software · core task · Seen in real AI use
• Prescribe or administer medications, such as anti-epileptic drugs, and monitor patients for behavioral and cognitive side effects.AI can speed this up with extra software · core task
• Identify and treat major neurological system diseases and disorders, such as central nervous system infection, cranio spinal trauma, dementia, and stroke.AI can speed this up with extra software · core task
• Develop treatment plans based on diagnoses and on evaluation of factors, such as age and general health, or procedural risks and costs.AI can speed this up with extra software · core task
• Inform patients or families of neurological diagnoses and prognoses, or benefits, risks and costs of various treatment plans.AI can speed this up with extra software · core task
• Communicate with other health care professionals regarding patients' conditions and care.AI can speed this up with extra software · core task
• Counsel patients or others on the background of neurological disorders including risk factors, or genetic or environmental concerns.AI can speed this up with extra software · core task · Seen in real AI use
• 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 can speed this up with extra software · core task · Seen in real AI use
• Coordinate neurological services with other health care team activities.AI can speed this up with extra software · core task
• Refer patients to other health care practitioners as necessary.AI can speed this up with extra software · core task · Seen in real AI use
• Advise other physicians on the treatment of neurological problems.AI can speed this up with extra software · core task · Seen in real AI use
• Participate in continuing education activities to maintain and expand competence.AI can speed this up with extra software · core task
• Order supportive care services, such as physical therapy, specialized nursing care, and social services.AI can speed this up with extra software · core task
• Provide training to medical students or staff members.AI can speed this up with extra software · core task
• Supervise medical technicians in the performance of neurological diagnostic or therapeutic activities.AI can speed this up with extra software · core task
• Participate in neuroscience research activities.AI can speed this up with extra software · core 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.Little or no AI speed-up · core task
• Determine brain death using accepted tests and procedures.Little or no AI speed-up · core task
• Perform specialized treatments in areas such as sleep disorders, neuroimmunology, neuro-oncology, behavioral neurology, and neurogenetics.Little or no AI speed-up · supplemental task
• Prescribe or administer treatments, such as transcranial magnetic stimulation, vagus nerve stimulation, and deep brain stimulation.Little or no AI speed-up · supplemental task