{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/cardiovascular-technologists-and-technicians/",
  "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": "Cardiovascular Technologists and Technicians",
    "soc_code": "29-2031",
    "category": "Healthcare",
    "us_employment": 62960,
    "median_annual_wage": 74310
  },
  "verdict": "EXPOSED",
  "risk_resistance": 63,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 14,
    "embodiment": 18,
    "liability_shield": 8,
    "trust_premium": 12,
    "judgment_accountability": 11
  },
  "reasoning": {
    "task_resistance": "Getting an apical four-chamber window on a COPD patient with a bad acoustic window means angling the probe against ribs and coaching breath-holds in real time, and threading sheaths and manifolds in the cath lab is manual — but auto-EF, automated border tracing, and computer-generated ECG interpretation have already absorbed the measurement and preliminary-read portion of the shift, which is why this sits at 14 and not 18.",
    "embodiment": "You are at the table with a gowned patient: rolling stroke patients into left lateral decubitus, holding sterile field during femoral or radial access, shaving and prepping groins, running a Holter hookup at bedside, and standing through a two-hour ablation — nothing here happens away from the body, and the 18 rather than 20 reflects that Holter/telemetry review and report prep are genuinely screen-based.",
    "liability_shield": "RCS, RCIS, and RCES from CCI or ARDMS are demanded by hospital credentialing committees and by payers who won't reimburse studies from uncredentialed techs, so the barrier bites at hiring — but only a handful of states license cardiovascular techs, the interpreting cardiologist signs and owns the diagnostic read, so you don't carry personal legal exposure for the findings the way a licensed practitioner does.",
    "trust_premium": "Patients meeting you for 40 minutes in a darkened echo room while you explain what the images mean and keep them still through a stress protocol builds real rapport, and the cardiologists you work with daily learn whose loops they can trust — but the study travels to the reading physician under a tech ID, not your name, and most patients never ask for a specific sonographer.",
    "judgment_accountability": "You decide in the moment to add a subcostal view or agitated saline when something looks off, call the stress test off when ST segments change or the patient's pressure drops, and flag a pericardial effusion or dissection to the physician immediately — that's discretion inside an ordered protocol with a cardiologist reachable, which is 11, not the unsupervised diagnostic call that scores 15+."
  },
  "rationale": "The core of this job — positioning patients, manipulating an echo probe to get diagnostic windows, prepping and assisting in the cath lab, monitoring hemodynamics during a stent placement — is hands-on work on live bodies that today's robotics cannot do. What AI is already eating is the measurement and interpretation layer: automated ECG reading, auto-EF and strain quantification, chamber tracing, and preliminary report text. Credentialing (RCS, RCIS, RCES) is employer-mandated and payer-driven rather than a state license in most jurisdictions, so the regulatory moat is real but thinner than for nurses or radiologists.",
  "outlook": "Employment holds or grows with an aging cardiac population, but the interpretation-and-reporting slice of the day shrinks while the procedural and difficult-acquisition slice becomes the job.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "liability_shield",
        "change": "State licensure for diagnostic cardiac sonographers/cath lab personnel spreading beyond the handful of states that already have it (Oregon, New Mexico, North Dakota, Ohio license sonographers; bills recur in New York, New Jersey, Florida via the Sonography Coalition/SDMS). A statute naming a licensed sonographer as the person accountable for image adequacy — and required to attest that AI-derived measurements (auto-EF, strain, chamber tracing) were verified on the images — converts an employer credential into a personal legal duty.",
        "plausibility": "plausible",
        "would_add": 5
      },
      {
        "dimension": "liability_shield",
        "change": "Payer or accreditation-side tightening rather than legislation: IAC/ACR echo and cath lab accreditation standards, or a CMS condition of payment, requiring that every study billed be acquired and measurement-verified by an RCS/RDCS/RCIS-credentialed individual, with the credential number on the technical component. Watch IAC Echocardiography standards revisions and any CMS rule on AI-assisted cardiac measurement billing.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "task_resistance",
        "change": "Task-mix shift as the measurement tier is fully automated: the residual role concentrates on the genuinely hard acquisition work — poor acoustic windows in obese/COPD patients, TEE and intracardiac echo support for structural heart procedures (TAVR, mitral clip, LAAO), stress echo timing, pediatric/congenital anatomy, and intraprocedural hemodynamic troubleshooting. This tier grows in absolute volume as structural heart programs expand, and no law is needed for it.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "judgment_accountability",
        "change": "Formal recognition of the tech's escalation duty in protocol: hospital policy or society guidance (ASE/SCAI) that names the technologist as the person who must flag critical findings — pericardial effusion with tamponade physiology, aortic dissection, new severe regurgitation, hemodynamic collapse during PCI — and extend a scan beyond protocol without waiting for a reading physician. Where this is written into the sonographer's scope rather than treated as informal, the role owns a consequential call under ambiguity.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "judgment_accountability",
        "change": "Autonomy over whether an AI-generated measurement set is acceptable: a documented override log in which the tech records rejection of auto-quantification and substitutes manual tracing, becoming the named accountable party for the numbers that reach the report. Some vendor workflows (EchoGo, Us2.ai) already require a human confirmation step; a requirement that the confirmer be identified and auditable is the change to watch.",
        "plausibility": "plausible",
        "would_add": 2
      }
    ],
    "ceiling_note": "Embodiment at 18 is effectively at ceiling — nothing raises it further. Trust premium is omitted deliberately: patients do not select their cardiovascular technologist, referrals route through cardiologists, and there is no realistic consumer market that pays extra for a human scanner. Also note that liability_shield gains here are partly offset by the same licensure statutes making the physician, not the tech, the signing party on interpretation; licensure raises the floor for acquisition accountability, not for reading."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 56130,
        "wage": 55270
      },
      {
        "y": 2018,
        "emp": 56560,
        "wage": 56850
      },
      {
        "y": 2019,
        "emp": 56110,
        "wage": 57720
      },
      {
        "y": 2020,
        "emp": 55980,
        "wage": 59100
      },
      {
        "y": 2021,
        "emp": 55760,
        "wage": 60570
      },
      {
        "y": 2022,
        "emp": 55750,
        "wage": 63020
      },
      {
        "y": 2023,
        "emp": 55660,
        "wage": 66170
      },
      {
        "y": 2024,
        "emp": 61180,
        "wage": 67260
      },
      {
        "y": 2025,
        "emp": 62960,
        "wage": 74310
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": 12.2,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [
    {
      "slug": "respiratory-therapists",
      "title": "Respiratory Therapists",
      "verdict": "SAFE",
      "risk_resistance": 78,
      "median_wage": 82280,
      "overlap": 80,
      "skills_to_close": [
        "Systems Evaluation",
        "Active Learning",
        "Operations Analysis",
        "Systems Analysis"
      ]
    },
    {
      "slug": "physical-therapist-assistants",
      "title": "Physical Therapist Assistants",
      "verdict": "SAFE",
      "risk_resistance": 79,
      "median_wage": 68380,
      "overlap": 58,
      "skills_to_close": [
        "Systems Evaluation"
      ]
    }
  ],
  "license": "https://cookedindex.com/terms"
}