Gini Loh System Tools

AI Automation Index

Will AI Replace Medical Dosimetrists?

Task-level automation exposure for Medical Dosimetrists: 19 O*NET tasks scored against their work activities, plus the simulator.

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Developed & audited by Gini Loh

Automation Exposure

40% weighted task index

19 of 19 tasks scored

Median Salary

$147,470 / year

BLS OEWS, May 2025 — this exact occupation

Employment Level

Low

3,410 people hold this job — size, not growth

Projected 2025–35

+5.0% employment change

200 openings a year · BLS line item

Pay by state

BLS OEWS publishes 27 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.

$45,350 – $189,280

Highest medians

Washington $189,280
Oregon $183,990
New Jersey $170,650
New York $166,540
Illinois $163,860

Lowest medians

West Virginia $45,350
Mississippi $115,490
Missouri $129,610
Texas $134,680
Tennessee $135,530

State figures come from the 29-2036 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 40%

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

Physical work 40%

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

Judgment & influence 68%

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

Routine administration 6%

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 65/100 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

19 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) 23%

4 tasks

Medium exposure (≥ 35%) 30%

6 tasks

Low exposure (below 35%) 47%

9 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

#22837 · Core · 40% automatable

Design the arrangement of radiation fields to reduce exposure to critical patient structures, such as organs, using computers, manuals, and guides.

information retrieval — Literature review aided; wet-lab and clinical research human

Conduct research to increase knowledge about medical issues. Develop treatment plans for patients or clients.
#22848 · Core · 13% automatable

Plan the use of beam modifying devices, such as compensators, shields, and wedge filters, to ensure safe and effective delivery of radiation treatment.

physical manipulation — Hands-on medical equipment adjustment

Protect patients or staff members using safety equipment. Adjust settings or positions of medical equipment.
#22844 · Core · 17% automatable

Identify and outline bodily structures, using imaging procedures, such as x-ray, magnetic resonance imaging, computed tomography, or positron emission tomography.

physical manipulation — Patient positioning and scanner operation hands-on

Create advanced digital images of patients using computer imaging systems. Operate diagnostic imaging equipment. Administer medical substances for imaging or other procedures.
#22834 · Core · 77% automatable

Calculate the delivery of radiation treatment, such as the amount or extent of radiation per session, based on the prescribed course of radiation therapy.

data analysis — Routine medical calculations; human checks inputs

Analyze health-related data. Calculate numerical data for medical activities.
#22833 · Core · 77% automatable

Calculate, or verify calculations of, prescribed radiation doses.

data analysis — Routine medical calculations; human checks inputs

Analyze health-related data. Calculate numerical data for medical activities.
#22838 · Core · 46% automatable

Develop radiation treatment plans in consultation with members of the radiation oncology team.

interpersonal — Coordination needs live negotiation and context

Develop treatment plans for patients or clients. Collaborate on research activities with scientists or technical specialists. Communicate with other workers to coordinate activities. Collaborate with other professionals to assess client needs or plan treatments.
#22850 · Core · 25% automatable

Supervise or perform simulations for tumor localizations, using imaging methods such as magnetic resonance imaging, computed tomography, or positron emission tomography scans.

interpersonal — Supervising clinicians requires accountability and live judgment

Create advanced digital images of patients using computer imaging systems. Operate diagnostic imaging equipment. Supervise technical medical personnel.
#22836 · Core · 25% automatable

Create and transfer reference images and localization markers for treatment delivery, using image-guided radiation therapy.

physical manipulation — Processing requires physical handling of imaging media

Process x-rays or other medical images. Create advanced digital images of patients using computer imaging systems. Operate diagnostic imaging equipment.
#22849 · Core · 71% automatable

Record patient information, such as radiation doses administered, in patient records.

data analysis — Maintain records; human owns clinical accuracy

Record vital statistics or other health information. Maintain medical records.
#22832 · Core · 45% automatable

Advise oncology team members on use of beam modifying or immobilization devices in radiation treatment plans.

decision support — Assistive device recommendations need client-specific assessment

Teach medical procedures to healthcare personnel. Recommend types of assistive devices. Advise medical personnel regarding healthcare issues.
#22842 · Core · 10% automatable

Fabricate beam modifying devices, such as compensators, shields, and wedge filters.

physical manipulation — Medical device fabrication is physical manufacturing

Fabricate medical devices.
#22847 · Core · 23% automatable

Perform quality assurance system checks, such as calibrations, on treatment planning computers.

decision support — AI flags quality/safety issues; human owns physical verification

Monitor operational quality or safety. Calibrate scientific or technical equipment. Adjust equipment to ensure optimal performance. Calibrate equipment to specifications.
#22843 · Core · 10% automatable

Fabricate patient immobilization devices, such as molds or casts, for radiation delivery.

physical manipulation — Fabricating assistive devices requires hands-on craft

Make patient-assistive devices or device models. Fabricate medical devices.
#22839 · Core · 48% automatable

Develop requirements for the use of patient immobilization devices and positioning aides, such as molds or casts, as part of treatment plans to ensure accurate delivery of radiation and comfort of patient.

decision support — Assistive device recommendations need client-specific assessment

Develop treatment plans for patients or clients. Recommend types of assistive devices.
#22851 · Core · 30% automatable

Teach medical dosimetry, including its application, to students, radiation therapists, or residents.

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

Train medical providers. Teach medical procedures to healthcare personnel.
#22835 · Core · 45% automatable

Conduct radiation oncology-related research, such as improving computer treatment planning systems or developing new treatment devices.

information retrieval — Literature scanning aided; hands-on prototyping human

Conduct research to increase knowledge about medical issues. Research new technologies.
#22840 · Supplemental · 65% automatable

Develop treatment plans, and calculate doses for brachytherapy procedures.

data analysis — Routine medical calculations; human checks inputs

Analyze health-related data. Calculate numerical data for medical activities. Develop treatment plans for patients or clients.
#22846 · Supplemental · 30% automatable

Measure the amount of radioactivity in patients or equipment, using radiation monitoring devices.

interpersonal — Collecting from patients requires live clinical interaction

Collect medical information from patients, family members, or other medical professionals. Monitor patients following surgeries or other treatments.
#22841 · Supplemental · 55% automatable

Educate patients regarding treatment plans, physiological reactions to treatment, or post-treatment care.

decision support — Wellness advice needs tailoring and clinical accountability

Provide health and wellness advice to patients, program participants, or caregivers. Advise patients on effects of health conditions or treatments.
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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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