Gini Loh System Tools

AI Automation Index

Will AI Replace Neurodiagnostic Technologists?

Task-level automation exposure for Neurodiagnostic Technologists: 16 O*NET tasks scored against their work activities, plus the simulator.

E-E-A-T Verified
Developed & audited by Gini Loh

Automation Exposure

28% weighted task index

16 of 16 tasks scored

Median Salary

$50,290 / year

BLS OEWS, May 2025 — this exact occupation

Employment Level

High

182,610 people hold this job — size, not growth

Projected 2025–35

+5.9% employment change

12,400 openings a year · BLS line item

Pay by state

BLS OEWS publishes 53 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.

$35,330 – $80,520

Highest medians

Wyoming $80,520
Delaware $78,650
Virgin Islands $72,450
Washington $62,090
Maine $61,490

Lowest medians

Puerto Rico $35,330
Mississippi $39,010
Louisiana $39,730
Arkansas $42,820
Alabama $43,600

State figures come from the 29-2099 row in the May 2025 state panel. States where the estimate was suppressed or too small to publish are absent.

What the score is made of

Each task is mapped to its work activities, scored for AI automation potential, and weighted by how important those activities are to the job. These are the components.

Automation potential 28%

Importance-weighted mean of the scored tasks. This is the headline index.

Physical work 19%

Share of weighted tasks in hands-on or machine-operating work activities.

Judgment & influence 22%

Share in analysis, decisions, teaching, directing, advising, or caring for others.

Routine administration 7%

Share in documenting, recording, and administrative activities.

Rewritten by O*NET 0%

Share of weighted tasks O*NET rewrote in a recent update. Reported, not folded into the score.

Consequence of error 32/100 Moderate

O*NET's own rating of how serious an uncorrectable mistake would be here — respondents, not us. Deliberately not in the index: the score measures what AI can do with the task content, and multiplying it by stakes would be our judgment dressed as data.

Constituent Task Mix

16 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.

High exposure (≥ 60% of the task is automatable) 7%

1 tasks

Medium exposure (≥ 35%) 25%

4 tasks

Low exposure (below 35%) 69%

11 tasks

How would you survive?

Move your week away from the high-exposure tasks and toward the ones that need judgment. The simulator recalculates the index as you shift the mix.

Simulate Upskilling →

Constituent Tasks

#17429 · Core · 38% automatable

Indicate artifacts or interferences derived from sources outside of the brain, such as poor electrode contact or patient movement, on electroneurodiagnostic recordings.

interpersonal — Client info gathering needs human relationship and trust

Collect medical information from patients, family members, or other medical professionals. Collect information about clients.
#17431 · Core · 28% automatable

Monitor patients during tests or surgeries, using electroencephalographs (EEG), evoked potential (EP) instruments, or video recording equipment.

decision support — In-procedure patient monitoring is hands-on clinical work

Monitor patient conditions during treatments, procedures, or activities.
#17425 · Core · 15% automatable

Conduct tests or studies such as electroencephalography (EEG), polysomnography (PSG), nerve conduction studies (NCS), electromyography (EMG), and intraoperative monitoring (IOM).

physical manipulation — Nervous system testing is hands-on clinical exam

Test patient nervous system functioning.
#17434 · Core · 30% automatable

Collect patients' medical information needed to customize tests.

interpersonal — Collecting from patients requires live clinical interaction

Collect medical information from patients, family members, or other medical professionals.
#17437 · Core · 40% automatable

Explain testing procedures to patients, answering questions or reassuring patients, as needed.

interpersonal — Results delivery needs empathy and clinical judgment

Explain medical procedures or test results to patients or family members.
#17432 · Core · 17% automatable

Set up, program, or record montages or electrical combinations when testing peripheral nerve, spinal cord, subcortical, or cortical responses.

physical manipulation — Diagnostic instruments applied to patients by hand

Adjust settings or positions of medical equipment. Prepare medical supplies or equipment for use. Operate diagnostic or therapeutic medical instruments or equipment.
#17424 · Core · 68% automatable

Summarize technical data to assist physicians to diagnose brain, sleep, or nervous system disorders.

text generation — Summarize diagnostic and care activities into reports

Prepare reports summarizing patient diagnostic or care activities.
#17427 · Core · 15% automatable

Conduct tests to determine cerebral death, the absence of brain activity, or the probability of recovery from a coma.

physical manipulation — Nervous system testing is hands-on clinical exam

Test patient nervous system functioning.
#17423 · Core · 6% automatable

Attach electrodes to patients, using adhesives.

physical manipulation — Physical preparation of patients

Prepare patients physically for medical procedures.
#17430 · Core · 11% automatable

Measure patients' body parts and mark locations where electrodes are to be placed.

physical manipulation — Measuring physiological attributes needs hands-on devices

Measure the physical or physiological attributes of patients. Prepare patients physically for medical procedures.
#17435 · Core · 55% automatable

Submit reports to physicians summarizing test results.

information retrieval — Relaying results is structured; interpretation stays human

Communicate test or assessment results to medical professionals.
#17426 · Core · 8% automatable

Calibrate, troubleshoot, or repair equipment and correct malfunctions, as needed.

physical manipulation — Hands-on medical instrument maintenance

Maintain medical equipment or instruments. Repair medical facility equipment.
#17433 · Core · 18% automatable

Adjust equipment to optimize viewing of the nervous system.

physical manipulation — Imaging equipment operated with patient positioning

Adjust settings or positions of medical equipment. Operate diagnostic imaging equipment.
#17428 · Core · 15% automatable

Measure visual, auditory, or somatosensory evoked potentials (EPs) to determine responses to stimuli.

physical manipulation — Nervous system testing is hands-on clinical exam

Test patient nervous system functioning.
#17436 · Core · 30% automatable

Assist in training technicians, medical students, residents, or other staff members.

interpersonal — Provider training is clinical, hands-on, accountable

Train medical providers.
#17438 · Core · 57% automatable

Participate in research projects, conferences, or technical meetings.

information retrieval — AI summarizes medical updates; human retains judgment

Conduct research to increase knowledge about medical issues. Maintain medical or professional knowledge.
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Community Sentiment

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Method

How this was scored

  1. 1. Tasks. O*NET task statements for this occupation, from a release whose newest record is dated 08/2026.
  2. 2. Work activities. Each task maps to 1–5 Detailed Work Activities; each activity belongs to one of 41 Generalized Work Activities that O*NET rates for importance (1–5) in this occupation.
  3. 3. Automation potential. Every work activity carries one score for how far current AI can perform it end-to-end. Tasks inherit the mean of their activities.
  4. 4. Weighting. Task weight = 0.35 + 0.65 × (importance − 1)/4, scaled by how often the task is performed and by 0.7 for Supplemental tasks. Importance is the task's own O*NET rating where it exists (18,369 of 18,838 tasks); the rest inherit their work activities' importance. The index is the weighted mean.

Check: across the 910 occupations where O*NET also rates how far machine speed sets the pace, this index moves opposite to it (Spearman ρ = -0.49). The more a job is paced by equipment, the less of its task content AI can address — the relationship you would expect if the scoring is working.

Sources · O*NET 31.0 (task records to 08/2026) · BLS OEWS May 2025 · BLS projections 2025-2035 · rubric v2.1 · tasks for O*NET, not a forecast

See the full method →

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