Gini Loh System Tools

AI Automation Index

Will AI Replace Radiologic Technologists and Technicians?

Task-level automation exposure for Radiologic Technologists and Technicians: 30 O*NET tasks scored against their work activities, plus the simulator.

E-E-A-T Verified
Developed & audited by Gini Loh

Automation Exposure

34% weighted task index

30 of 30 tasks scored

Median Salary

$80,110 / year

BLS OEWS, May 2025 — this exact occupation

Employment Level

High

230,490 people hold this job — size, not growth

Projected 2025–35

+5.0% employment change

13,000 openings a year · BLS line item

Pay by state

BLS OEWS publishes 53 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.

$35,280 – $121,260

Highest medians

California $121,260
Massachusetts $103,620
District of Columbia $102,770
Oregon $102,290
Washington $102,090

Lowest medians

Puerto Rico $35,280
Virgin Islands $42,680
Mississippi $59,300
Alabama $60,700
Arkansas $63,640

State figures come from the 29-2034 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 34%

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

Physical work 38%

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

Judgment & influence 35%

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 0%

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

Consequence of error 46/100 Moderate

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

30 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) 16%

5 tasks

Medium exposure (≥ 35%) 23%

7 tasks

Low exposure (below 35%) 61%

18 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 →

Constituent Tasks

#22808 · Core · 34% automatable

Explain procedures and observe patients to ensure safety and comfort during scan.

interpersonal — Results delivery needs empathy and clinical judgment

Monitor patient conditions during treatments, procedures, or activities. Explain medical procedures or test results to patients or family members.
#22805 · Core · 30% automatable

Process exposed radiographs using film processors or computer generated methods.

physical manipulation — Processing requires physical handling of imaging media

Process x-rays or other medical images.
#22820 · Core · 20% automatable

Perform procedures, such as linear tomography, mammography, sonograms, joint and cyst aspirations, routine contrast studies, routine fluoroscopy, or examinations of the head, trunk, or extremities under supervision of physician.

physical manipulation — Imaging equipment operated with patient positioning

Operate diagnostic imaging equipment.
#22819 · Core · 65% automatable

Record, process, and maintain patient data or treatment records and prepare reports.

text generation — Summarize diagnostic and care activities into reports

Prepare reports summarizing patient diagnostic or care activities. Record patient medical histories.
#22826 · Core · 15% automatable

Prepare contrast material, radiopharmaceuticals, or anesthetic or antispasmodic drugs under the direction of a radiologist.

physical manipulation — Medication preparation needs precise hands-on work

Prepare medications or medical solutions.
#22822 · Core · 20% automatable

Complete quality control activities, monitor equipment operation, and report malfunctioning equipment to supervisor.

visual inspection — Hands-on examination of medical instruments

Examine medical instruments or equipment to ensure proper operation.
#22804 · Core · 11% automatable

Position patient on examining table and set up and adjust equipment to obtain optimum view of specific body area as requested by physician.

physical manipulation — Hands-on medical equipment adjustment

Adjust settings or positions of medical equipment. Prepare medical supplies or equipment for use. Position patients for treatment or examination.
#22802 · Core · 55% automatable

Review and evaluate developed x-rays, video tape, or computer-generated information to determine if images are satisfactory for diagnostic purposes.

visual inspection — Image quality check aided, radiologist verifies findings

Check quality of diagnostic images.
#22809 · Core · 55% automatable

Determine patients' x-ray needs by reading requests or instructions from physicians.

decision support — Treatment goals need clinical accountability and context

Analyze patient data to determine patient needs or treatment goals.
#22806 · Core · 42% automatable

Use radiation safety measures and protection devices to comply with government regulations and to ensure safety of patients and staff.

decision support — AI reviews records but physical verification and accountability human

Verify that medical activities or operations meet standards.
#22807 · Core · 18% automatable

Position imaging equipment and adjust controls to set exposure time and distance, according to specification of examination.

physical manipulation — Imaging equipment operated with patient positioning

Adjust settings or positions of medical equipment. Operate diagnostic imaging equipment.
#22814 · Core · 72% automatable

Operate digital picture archiving communications systems.

data analysis — Facility records need human verification and compliance

Maintain medical facility records.
#22803 · Core · 20% automatable

Operate or oversee operation of radiologic or magnetic imaging equipment to produce images of the body for diagnostic purposes.

physical manipulation — Imaging equipment operated with patient positioning

Operate diagnostic imaging equipment.
#22827 · Core · 20% automatable

Operate fluoroscope to aid physician to view and guide wire or catheter through blood vessels to area of interest.

physical manipulation — Imaging equipment operated with patient positioning

Operate diagnostic imaging equipment.
#22811 · Core · 30% automatable

Take thorough and accurate patient medical histories.

interpersonal — Collecting from patients requires live clinical interaction

Collect medical information from patients, family members, or other medical professionals.
#22812 · Core · 40% automatable

Make exposures necessary for the requested procedures, rejecting and repeating work that does not meet established standards.

visual inspection — Image quality check aided, radiologist verifies findings

Check quality of diagnostic images. Create advanced digital images of patients using computer imaging systems.
#22813 · Core · 15% automatable

Set up examination rooms, ensuring that all necessary equipment is ready.

physical manipulation — Physical assembly of medical supplies

Prepare medical supplies or equipment for use.
#22816 · Core · 37% automatable

Monitor patients' conditions and reactions, reporting abnormal signs to physician.

interpersonal — Clinical handoff carries accountability and nuance

Monitor patient conditions during treatments, procedures, or activities. Inform medical professionals regarding patient conditions and care.
#22817 · Core · 10% automatable

Provide assistance to physicians or other technologists in the performance of more complex procedures.

physical manipulation — Hands-on assistance during examinations

Assist healthcare practitioners during examinations or treatments.
#22810 · Core · 80% automatable

Key commands and data into computer to document and specify scan sequences, adjust transmitters and receivers, or photograph certain images.

data analysis — Patient data entry largely automatable with review

Enter patient or treatment data into computers.
#22829 · Core · 40% automatable

Coordinate work with clerical personnel or other technologists and technicians.

interpersonal — Treatment planning collaboration is accountable clinical work

Collaborate with healthcare professionals to plan or provide treatment.
#22828 · Core · 25% automatable

Assign duties to radiologic staff to maintain patient flows and achieve production goals.

interpersonal — Patient care supervision is live clinical leadership

Supervise patient care personnel.
#22831 · Core · 30% automatable

Provide students or other technicians and technologists with suggestions of additional views, alternate positioning, or improved techniques to ensure the images produced are of the highest quality.

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

Train medical providers.
#22825 · Core · 30% automatable

Assist with on-the-job training of new employees or students or provide input to supervisors regarding training performance.

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

Train medical providers.
#22815 · Core · 4% automatable

Transport patients to or from exam rooms.

physical manipulation — Moving patients requires hands-on body handling

Move patients to or from treatment areas.
#22823 · Core · 72% automatable

Maintain a current file of examination protocols.

data analysis — Facility records need human verification and compliance

Maintain medical facility records.
#22821 · Core · 5% automatable

Provide assistance in dressing or changing seriously ill or injured patients or patients with disabilities.

physical manipulation — Hands-on hygiene and daily living care

Assist patients with hygiene or daily living activities.
#22824 · Core · 61% automatable

Perform general administrative tasks, such as answering phones, scheduling patient appointments, or pulling and filing films.

decision support — Clinical scheduling needs human verification of constraints

Schedule patient procedures or appointments. Perform clerical work in medical settings.
#22818 · Supplemental · 20% automatable

Operate mobile x-ray equipment in operating room, emergency room, or at patient's bedside.

physical manipulation — Imaging equipment operated with patient positioning

Operate diagnostic imaging equipment.
#22830 · Supplemental · 35% automatable

Perform supervisory duties, such as developing departmental operating budget, coordinating purchases of supplies or equipment, or preparing work schedules.

interpersonal — Healthcare operations accountability and staffing are human

Manage healthcare operations.
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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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