AI exposure: Neurodiagnostic Technologists
Conduct electroneurodiagnostic (END) tests such as electroencephalograms, evoked potentials, polysomnograms, or electronystagmograms. May perform nerve conduction studies.
Reading this score
computedAt 14.2% of weighted task load, Neurodiagnostic Technologists sits at the 22th percentile, below the point where a job's centre of gravity has moved. 63.3% of what this role does is untouched, meaning current systems cannot produce that work at all, whatever the commercial incentive.
What holds the line here is verification cost. Across this occupation's 16 tasks it averages 2.49 out of 3, the highest of the five friction dimensions. In plain terms, checking the output costs more than producing it. Where an undetected error is expensive, dangerous or irreversible, the economics change. Someone has to verify the work, and verifying can cost as much as doing it. This is the friction most likely to fall as tools for checking improve.
The most exposed thing this job does is Summarize technical data to assist physicians to diagnose brain, sleep, or nervous system..., at 53.3%. The least is Calibrate, troubleshoot, or repair equipment and correct malfunctions, as needed, at 0.0%. A gap of 53.3% between two parts of the same job is the reason this index publishes at task level. An occupation-wide number would have hidden both.
Within healthcare practitioner and technical occupations, this one is less exposed than the median of 18.5% across the group's 89 roles, with 65 scoring higher. Being in an exposed family does not make a particular job exposed, and the reverse holds too.
What would move this score. Of 16 tasks, 2 are currently banded exposed, 4 assisted and 10 untouched. For that distribution to shift materially would take robotics cheap and reliable enough to deploy at scale, not a better language model. The score is re-computed every quarter against a fresh capability reference, and the change is published rather than quietly applied.
Where the score comes from
judgedEvery task is scored through the standardised work activities it maps to. These are this occupation’s averages on the six rubric dimensions. Capability is what AI can do; the other five are what stands in the way.
| Dimension | Mean | Scale |
|---|---|---|
| Capability | 1.46 | 0-4 |
| Embodiment | 1.88 | 0-3 |
| Presence | 1.92 | 0-3 |
| Accountability | 2.44 | 0-3 |
| Context | 1.68 | 0-3 |
| Verification cost | 2.49 | 0-3 |
Task by task
16 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Summarize technical data to assist physicians to diagnose brain, sleep, or nervous system disorders. | 53.3% | 46.7% | 0.0% | 4.71 | exposed |
| Submit reports to physicians summarizing test results. | 46.7% | 53.3% | 0.0% | 4.60 | assisted |
| Indicate artifacts or interferences derived from sources outside of the brain, such as poor electrode contact or patient movement, on electroneurodiagnostic recordings. | 33.3% | 29.2% | 37.5% | 4.97 | exposed |
| Participate in research projects, conferences, or technical meetings. | 25.0% | 25.0% | 50.0% | 3.71 | assisted |
| Collect patients' medical information needed to customize tests. | 20.0% | 30.0% | 50.0% | 4.84 | assisted |
| Explain testing procedures to patients, answering questions or reassuring patients, as needed. | 13.3% | 36.7% | 50.0% | 4.83 | assisted |
| Adjust equipment to optimize viewing of the nervous system. | 7.5% | 17.5% | 75.0% | 4.57 | untouched |
| Assist in training technicians, medical students, residents, or other staff members. | 5.0% | 20.0% | 75.0% | 4.23 | untouched |
| Measure patients' body parts and mark locations where electrodes are to be placed. | 4.2% | 8.3% | 87.5% | 4.68 | untouched |
| Monitor patients during tests or surgeries, using electroencephalographs (EEG), evoked potential (EP) instruments, or video recording equipment. | 3.3% | 21.7% | 75.0% | 4.94 | untouched |
| Conduct tests or studies such as electroencephalography (EEG), polysomnography (PSG), nerve conduction studies (NCS), electromyography (EMG), and intraoperative monitoring (IOM). | 3.3% | 21.7% | 75.0% | 4.94 | untouched |
| Conduct tests to determine cerebral death, the absence of brain activity, or the probability of recovery from a coma. | 3.3% | 21.7% | 75.0% | 4.69 | untouched |
| Measure visual, auditory, or somatosensory evoked potentials (EPs) to determine responses to stimuli. | 3.3% | 21.7% | 75.0% | 4.50 | untouched |
| Set up, program, or record montages or electrical combinations when testing peripheral nerve, spinal cord, subcortical, or cortical responses. | 2.6% | 5.7% | 91.7% | 4.81 | untouched |
| Attach electrodes to patients, using adhesives. | 0.0% | 0.0% | 100.0% | 4.68 | untouched |
| Calibrate, troubleshoot, or repair equipment and correct malfunctions, as needed. | 0.0% | 0.0% | 100.0% | 4.58 | untouched |
Task text and importance ratings sourced from O*NET 31.0. Shares computed. The occupation score is the importance-weighted mean.
Occupations either side of this one
The four closest scores in the same occupational family, then the four closest anywhere in the index.
Read this carefully. Exposure is not displacement. A high score means current AI systems can produce this work, not that anyone will stop paying a person to do it. Adoption depends on economics, regulation and inertia that this index deliberately does not model. How the score is built.
What this means in practice
Most of this work is not reachable by current systems, so the immediate pressure is on the administrative edges of the role rather than its core: the scheduling, the reporting, the written records. That is where time is recovered.