{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/health-technologists-and-technicians-all-other/", "methodology": "https://cookedindex.com/methodology", "notice": "Verdicts are re-examined as evidence accumulates. Re-fetch before relying on this; the page above always carries the current score.", "scored_at": "2026-08-11", "model": "claude-opus-5", "occupation": { "title": "Health Technologists and Technicians, All Other", "soc_code": "29-2099", "category": "Healthcare", "us_employment": 182610, "median_annual_wage": 50290 }, "verdict": "EXPOSED", "risk_resistance": 54, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 12, "embodiment": 16, "liability_shield": 8, "trust_premium": 10, "judgment_accountability": 8 }, "reasoning": { "task_resistance": "A 12 reflects the split inside the shift: applying a 21-lead EEG montage to a squirming pediatric patient, seating a patient at a slit lamp, or troubleshooting a dialysis machine alarm is not going anywhere, but the parts that fill your charting hours — waveform pre-reads, abnormality flagging, tonometry and visual field capture, sleep-study epoch scoring, hearing-threshold plotting — are already largely machine-generated, which is why this sits mid-band rather than at 16.", "embodiment": "16 is earned by the fact that essentially nothing you do happens without the patient in front of you: measuring head circumference and marking scalp with collodion, holding a probe steady during an unpredictable movement, physically taking hearing-aid ear impressions, repositioning limbs for orthopedic casting — all in exam rooms, bedsides and ICUs where lighting, patient cooperation and anatomy vary every time, which no current robot handles.", "liability_shield": "8 rather than 14 because ABRET, JCAHPO, IBHRE or state hearing-aid dispenser registration are usually the ceiling — real credentials with exams and CEUs, but the neurologist, ophthalmologist or nephrologist signs the interpretation and carries the malpractice exposure, and in several states parts of this bucket can be trained on the job with no credential at all.", "trust_premium": "10 sits above anonymous work because dialysis and sleep-lab techs see the same patients on a fixed schedule and hearing-aid specialists do repeat fittings where the patient asks for you by name, but the referring physician chose the department, not you, and most encounters are one-off diagnostic tests where the patient never learns your last name.", "judgment_accountability": "8 fits because you make real in-the-moment calls — recognizing artifact versus true epileptiform discharge and re-prepping the electrode, aborting a test when a patient's vitals shift, deciding a reading is unusable and repeating it — but the protocol dictates the montage, the sequence and the thresholds, and the diagnostic call and treatment decision belong to the supervising physician." }, "rationale": "This is a catch-all bucket — ophthalmic techs, EEG and neurodiagnostic techs, hearing aid specialists, orthopedic and dialysis-adjacent techs, sleep and perfusion assistants — and the modal worker spends most of the shift physically positioning patients, attaching electrodes or probes, calibrating equipment, and running protocol-driven tests. That hands-on layer is safe from software and from today's robotics; what is exposed is the interpretation, documentation, and reporting layer, where AI already reads waveforms, flags abnormalities, and drafts the tech note. Most of these roles carry certification or state registration rather than an independent license with personal liability, so the regulatory shield is thin and varies by state and specialty.", "outlook": "Headcount holds or grows on demographics because someone must touch the patient, but the documentation and preliminary-read portion of the shift shrinks, pushing techs toward higher-acuity procedural settings and more patients per shift.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "State-level conversion of voluntary certification into mandatory licensure for specific sub-specialties, with the tech named as the signing party on the raw study record. Neurodiagnostics is the live example: ABRET-credentialed EEG techs are already required by some state Medicaid and Joint Commission-surveyed epilepsy monitoring units, and several states (e.g. New Jersey, Louisiana bills on polysomnographic technologist licensure) have moved sleep techs from registration to license. A CMS condition-of-participation requiring a licensed technologist attestation that the AI-flagged waveform matches the patient's recorded electrode placement would put personal accountability on the tech for study integrity.", "plausibility": "plausible", "would_add": 5 }, { "dimension": "liability_shield", "change": "Dialysis: an ESRD Conditions for Coverage amendment requiring a certified technician to be the identified accountable operator for machine parameter changes rather than the supervising nurse. CMS already mandates state certification for dialysis techs where a state program exists; extending named-operator liability to AI-suggested UF rate or conductivity adjustments is a narrow, recognizable rule change.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "task_resistance", "change": "Task-mix shift in the specialties that genuinely have two tiers: if AI absorbs waveform screening and note drafting, the remaining shift is artifact discrimination, electrode impedance troubleshooting, patient-state judgment (is this a seizure or is the patient scratching), and provocation-test decisions during a live study. Watch for job postings that drop 'preliminary interpretation' and add 'protocol modification authority'.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "Formal in-study escalation authority written into hospital protocol — e.g. AASM or ABRET practice standards granting the technologist standing authority to abort or modify a titration, terminate an evoked-potential study, or call a rapid response without waiting for physician contact. This exists informally in most sleep labs and EMUs; codifying it as documented, auditable decision ownership is the change.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "judgment_accountability", "change": "Intraoperative neuromonitoring is the sub-bucket where alarm calls are already consequential and litigated (surgeons have been sued over IONM alerts not relayed). If accreditation requires an on-site credentialed technologist to own the alert decision rather than a remote physician oversight-reader model, accountability concentrates in the role.", "plausibility": "plausible", "would_add": 3 } ], "ceiling_note": "Trust premium has no plausible route: patients do not select or pay extra for a specific EEG or ophthalmic tech, and purchasing is institutional. Embodiment is already near ceiling at 16 and can only fall. Because this is a catch-all SOC, every liability lever is sub-specialty specific — licensure gains for IONM or sleep techs do not lift ophthalmic assistants or hearing aid fitters, so the aggregate score for the bucket will move far less than any one specialty's." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 124390, "wage": 41800 }, { "y": 2018, "emp": 125270, "wage": 42920 }, { "y": 2021, "emp": 140770, "wage": 45720 }, { "y": 2022, "emp": 162800, "wage": 44990 }, { "y": 2023, "emp": 171110, "wage": 47470 }, { "y": 2024, "emp": 174060, "wage": 48790 }, { "y": 2025, "emp": 182610, "wage": 50290 } ], "from": 2017, "to": 2025, "change_pct": 46.8, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "licensed-practical-and-licensed-vocational-nurses", "title": "Licensed Practical and Licensed Vocational Nurses", "verdict": "SAFE", "risk_resistance": 73, "median_wage": 64400, "overlap": 76, "skills_to_close": [ "Coordination", "Operation and Control", "Monitoring", "Service Orientation" ] }, { "slug": "occupational-therapy-assistants", "title": "Occupational Therapy Assistants", "verdict": "SAFE", "risk_resistance": 68, "median_wage": 72300, "overlap": 74, "skills_to_close": [ "Operations Analysis" ] }, { "slug": "physical-therapist-assistants", "title": "Physical Therapist Assistants", "verdict": "SAFE", "risk_resistance": 79, "median_wage": 68380, "overlap": 62, "skills_to_close": [ "Operations Analysis", "Equipment Selection", "Quality Control Analysis", "Monitoring" ] } ], "license": "https://cookedindex.com/terms" }