{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/exercise-physiologists/", "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": "Exercise Physiologists", "soc_code": "29-1128", "category": "Healthcare", "us_employment": 8560, "median_annual_wage": 59460 }, "verdict": "EXPOSED", "risk_resistance": 63, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 13, "embodiment": 16, "liability_shield": 7, "trust_premium": 15, "judgment_accountability": 12 }, "reasoning": { "task_resistance": "Graded exercise testing, cuff pressures, 12-lead hookup and mid-session gait/effort reads still require a human at the treadmill, but the prescription-writing, submaximal test scoring, progress notes and pre-participation risk stratification that fill the other half of your week are template-driven enough that software already does them, which is why this sits at 13 and not 17.", "embodiment": "You are physically hands-on with a deconditioned post-MI patient in a rehab gym — placing electrodes on moving skin, supporting a body weight mid-stumble, adjusting a treadmill while watching a monitor — and the environment is a busy hospital floor rather than a controlled lab, though it's not a field or a home, which keeps it at 16 rather than 19.", "liability_shield": "Only a small number of states (Louisiana, Maryland) license exercise physiologists at all; ACSM-CEP or ACSM-EP is what a cardiac rehab hiring manager requires, not what a statute requires, and the physician who signed the exercise order carries the medical liability for what happens on your treadmill — 7 reflects that credentialing is real and near-universal in practice but legally empty.", "trust_premium": "Cardiac and pulmonary rehab runs 36 sessions over three months with the same patient, and adherence — the actual outcome you're paid for — depends on them showing up for you specifically after a frightening diagnosis, which is a relationship product; it lands at 15 rather than 18 because you are one node in a physician-supervised program, not the patient's chosen provider.", "judgment_accountability": "You decide in real time whether ST changes, a blunted pressure response or reported chest tightness means modify, stop, or call the code — genuine unscripted calls — but ACSM guidelines and physician-signed protocols specify most termination criteria and target ranges in advance, so 12 rather than 16." }, "rationale": "The paperwork half of this job — writing exercise prescriptions from test data, interpreting VO2/ECG output, charting progress, generating patient education handouts — is exactly the kind of protocol-driven text and pattern work AI already does at usable quality, and consumer wearables plus app-based coaching are eating the low-acuity end of the market. What holds is the clinical floor: physically spotting a cardiac rehab patient on a treadmill, reading their color and gait, catching arrhythmia or angina mid-test and calling the stop. Only a handful of states license exercise physiologists, so the regulatory shield is thin — ACSM/CEP certification is employer-demanded, not law — which is the main reason this scores below nursing.", "outlook": "Clinical hospital-based cardiac and pulmonary rehab roles hold steady or grow with an aging population, while general fitness-assessment and wellness-coaching work gets absorbed by apps, wearables, and cheaper personal trainers.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "State licensure expansion: currently only Louisiana and Maryland license exercise physiologists (Louisiana's Board of Clinical Exercise Physiologists, Maryland Board of Physicians). If additional states — bills have been floated in Georgia, Texas, and Ohio via ASEP/CEPA lobbying — enact practice acts making a licensed CEP the required signer of a clinical exercise prescription and the responsible party for stop-test decisions, the shield moves from employer credentialing to statute.", "plausibility": "plausible", "would_add": 5 }, { "dimension": "liability_shield", "change": "CMS conditions of participation for cardiac and pulmonary rehab (42 CFR 410.49) currently require physician supervision and 'personnel trained in exercise physiology' but do not name a licensed CEP. If CMS revises the staffing standard to specify an ACSM-CEP or state-licensed exercise physiologist as the billing-eligible supervising clinician — the direction ACSM has petitioned for, alongside the Sustainable Cardiopulmonary Rehabilitation Services Act's supervision provisions — reimbursement becomes tied to a named human credential.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "judgment_accountability", "change": "If AI generates the prescription and a human must adjudicate it, the CEP role becomes exception-handling: overriding algorithmic intensity targets for patients with atrial fibrillation, ICDs, beta-blocker-blunted heart rates, chemotherapy cardiotoxicity, or post-COVID dysautonomia where standard %HRmax formulas fail. This tier already exists and grows as the routine tier automates.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "task_resistance", "change": "Task-mix shift as protocol prescription writing and VO2/ECG report generation are automated: the residual day is graded exercise test termination calls, symptom-limited assessment of patients whose presentation contradicts the telemetry, and adjudicating conflicting wearable data. Genuine two-tier structure here.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "trust_premium", "change": "Narrow route only: hospital cardiac rehab is paid by insurers, not patients, so no consumer premium accrues there. The premium exists in oncology exercise, post-transplant, and medically complex populations where patients or referring cardiologists specifically want a supervised human program rather than an app — visible in the growth of hospital-affiliated cancer exercise programs. This is a small slice and unlikely to lift the whole occupation.", "plausibility": "plausible", "would_add": 2 } ], "ceiling_note": "Embodiment is already near its realistic ceiling at 16 and is the load-bearing score; nothing raises it further. The occupation is small (8,560 workers) and lacks a large single professional body with lobbying weight comparable to nursing or PT, which caps how fast licensure can spread — and PT and nursing boards have historically opposed CEP scope bills as encroachment, which is the main brake on the liability lever." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 6300, "wage": 49090 }, { "y": 2018, "emp": 6740, "wage": 49270 }, { "y": 2019, "emp": 7280, "wage": 49170 }, { "y": 2020, "emp": 7330, "wage": 50280 }, { "y": 2021, "emp": 6860, "wage": 47940 }, { "y": 2022, "emp": 6580, "wage": 51350 }, { "y": 2023, "emp": 8060, "wage": 54860 }, { "y": 2024, "emp": 8110, "wage": 58160 }, { "y": 2025, "emp": 8560, "wage": 59460 } ], "from": 2017, "to": 2025, "change_pct": 35.9, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "physical-therapists", "title": "Physical Therapists", "verdict": "SAFE", "risk_resistance": 86, "median_wage": 102760, "overlap": 87, "skills_to_close": [ "Time Management", "Management of Financial Resources", "Operations Analysis" ] }, { "slug": "athletic-trainers", "title": "Athletic Trainers", "verdict": "SAFE", "risk_resistance": 75, "median_wage": 62520, "overlap": 84, "skills_to_close": [ "Operations Monitoring", "Quality Control Analysis", "Active Learning" ] }, { "slug": "speech-language-pathologists", "title": "Speech-Language Pathologists", "verdict": "SAFE", "risk_resistance": 83, "median_wage": 97870, "overlap": 83, "skills_to_close": [ "Learning Strategies", "Operations Analysis", "Active Learning" ] } ], "license": "https://cookedindex.com/terms" }