Gini Loh System Tools

AI Automation Index

Will AI Replace Cardiovascular Technologists and Technicians?

Task-level automation exposure for Cardiovascular Technologists and Technicians: 21 O*NET tasks scored against their work activities, plus the simulator.

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Developed & audited by Gini Loh

Automation Exposure

29% weighted task index

21 of 21 tasks scored

Median Salary

$74,310 / year

BLS OEWS, May 2025 — this exact occupation

Employment Level

Medium

62,960 people hold this job — size, not growth

Projected 2025–35

+3.7% employment change

3,400 openings a year · BLS line item

Pay by state

BLS OEWS publishes 52 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.

$34,160 – $113,510

Highest medians

Utah $113,510
Hawaii $111,730
Massachusetts $105,580
Rhode Island $104,000
Idaho $100,100

Lowest medians

Puerto Rico $34,160
Mississippi $38,000
Oklahoma $44,900
West Virginia $45,910
New Mexico $47,340

State figures come from the 29-2031 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 29%

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

Physical work 30%

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

Judgment & influence 39%

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

Routine administration 13%

Share in documenting, recording, and administrative activities.

Rewritten by O*NET 3%

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

Consequence of error 52/100 High

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

21 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) 11%

3 tasks

Medium exposure (≥ 35%) 31%

6 tasks

Low exposure (below 35%) 58%

12 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 →

Emerging & rewritten tasks

Tasks O*NET added or rewrote for this occupation in its recent updates (05/2025 – 08/2026), with who proposed them. Additions are not in the scored task inventory — they are new work O*NET is still measuring, so they appear here and nowhere in the index. A Revision replaces a task that is scored, which is why only those move the "Rewritten by O*NET" share.

  • Revision 07/2014 · Incumbent

    Perform general administrative tasks, such as answering telephones, scheduling appointments, or ordering supplies or equipment.

    Replaced: Perform general administrative tasks, such as scheduling appointments or ordering supplies or equipment.

Constituent Tasks

#4132 · Core · 18% automatable

Conduct electrocardiogram (EKG), phonocardiogram, echocardiogram, stress testing, or other cardiovascular tests to record patients' cardiac activity, using specialized electronic test equipment, recording devices, or laboratory instruments.

physical manipulation — Diagnostic instruments applied to patients by hand

Test patient heart or lung functioning. Operate diagnostic or therapeutic medical instruments or equipment.
#4129 · Core · 40% automatable

Explain testing procedures to patients to obtain cooperation and reduce anxiety.

interpersonal — Results delivery needs empathy and clinical judgment

Explain medical procedures or test results to patients or family members.
#4127 · Core · 28% automatable

Monitor patients' blood pressure and heart rate using electrocardiogram (EKG) equipment during diagnostic or therapeutic procedures to notify the physician if something appears wrong.

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

Monitor patient conditions during treatments, procedures, or activities.
#4134 · Core · 46% automatable

Obtain and record patient identification, medical history, or test results.

interpersonal — Patient history requires live elicitation and judgment

Collect medical information from patients, family members, or other medical professionals. Record patient medical histories.
#4128 · Core · 37% automatable

Monitor patients' comfort and safety during tests, alerting physicians to abnormalities or changes in patient responses.

interpersonal — Clinical handoff carries accountability and nuance

Monitor patient conditions during treatments, procedures, or activities. Inform medical professionals regarding patient conditions and care.
#4133 · Core · 4% automatable

Prepare and position patients for testing.

physical manipulation — Physically positioning patients for exams

Position patients for treatment or examination.
#4135 · Core · 13% automatable

Attach electrodes to the patients' chests, arms, and legs, connect electrodes to leads from the electrocardiogram (EKG) machine, and operate the EKG machine to obtain a reading.

physical manipulation — Diagnostic instruments applied to patients by hand

Operate diagnostic or therapeutic medical instruments or equipment. Prepare patients physically for medical procedures.
#4136 · Core · 15% automatable

Adjust equipment and controls according to physicians' orders or established protocol.

physical manipulation — Hands-on medical equipment adjustment

Adjust settings or positions of medical equipment.
#4137 · Core · 12% automatable

Check, test, and maintain cardiology equipment, making minor repairs when necessary, to ensure proper operation.

visual inspection — Hands-on examination of medical instruments

Examine medical instruments or equipment to ensure proper operation. Maintain medical equipment or instruments. Repair medical facility equipment.
#4138 · Core · 28% automatable

Supervise or train other cardiology technologists or students.

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

Train medical providers. Supervise patient care personnel.
#4144 · Supplemental · 58% automatable

Compare measurements of heart wall thickness and chamber sizes to standard norms to identify abnormalities.

visual inspection — Image interpretation assists; radiologist owns diagnosis

Analyze test data or images to inform diagnosis or treatment.
#15235 · Supplemental · 3% automatable

Maintain a proper sterile field during surgical procedures.

physical manipulation — Maintaining sterile field requires hands

Maintain sterile operative fields.
#4142 · Supplemental · 35% automatable

Observe ultrasound display screen and listen to signals to record vascular information, such as blood pressure, limb volume changes, oxygen saturation, or cerebral circulation.

visual inspection — Display monitoring partly automatable; clinical judgment human

Monitor video displays of medical equipment to ensure proper functioning.
#15236 · Supplemental · 5% automatable

Assist physicians in the diagnosis and treatment of cardiac or peripheral vascular treatments, such as implanting pacemakers or assisting with balloon angioplasties to treat blood vessel blockages.

physical manipulation — Sterile hands-on surgical assistance

Assist healthcare practitioners during surgery.
#4143 · Supplemental · 82% automatable

Assess cardiac physiology and calculate valve areas from blood flow velocity measurements.

data analysis — Routine medical calculations; human checks inputs

Calculate numerical data for medical activities.
#4140 · Supplemental · 20% automatable

Operate diagnostic imaging equipment to produce contrast enhanced radiographs of heart and cardiovascular system.

physical manipulation — Imaging equipment operated with patient positioning

Operate diagnostic imaging equipment.
#4131 · Supplemental · 35% automatable

Observe gauges, recorder, and video screens of data analysis system during imaging of cardiovascular system.

visual inspection — Display monitoring partly automatable; clinical judgment human

Monitor video displays of medical equipment to ensure proper functioning.
#4141 · Supplemental · 5% automatable

Inject contrast medium into patients' blood vessels.

physical manipulation — Administering imaging substances is hands-on clinical procedure

Administer medical substances for imaging or other procedures.
#15237 · Supplemental · 64% automatable

Transcribe, type, and distribute reports of diagnostic procedures for interpretation by physician.

text generation — Summarize diagnostic and care activities into reports

Prepare reports summarizing patient diagnostic or care activities. Perform clerical work in medical settings.
#15238 · Supplemental · 27% automatable

Set up 24-hour Holter and event monitors, scan and interpret tapes, and report results to physicians.

interpersonal — Clinical handoff carries accountability and nuance

Prepare medical supplies or equipment for use. Operate diagnostic or therapeutic medical instruments or equipment. Inform medical professionals regarding patient conditions and care.
#15234 · Supplemental · 64% automatable Revision

Perform general administrative tasks, such as scheduling appointments or ordering supplies or equipment.

decision support — Medical supply ordering via systems; human approves

Schedule patient procedures or appointments. Perform clerical work in medical settings. Order medical supplies or equipment.
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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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