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Automation Risk Analysis

Will “Radiation Oncology Medical Physicist” be Automated?

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AI Exposure Risk

60%

“Radiation Oncology Medical Physicist” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 60% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

43%

“Radiation Oncology Medical Physicist” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 43% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Medical Dosimetrists, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Generate radiation treatment plans, develop radiation dose calculations, communicate and supervise the treatment plan implementation, and consult with members of radiation oncology team.

Avg. Annual Salary $141,420
Avg. Hourly Wage $67.99
Available Jobs (US) 3,970
Job Title & Hierarchy Code (SOC) Medical Dosimetrists #29-2036
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Medical Dosimetrists”

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Core Skills & Abilities

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

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

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

  • Calculate, or verify calculations of, prescribed radiation doses.

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

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

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

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

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

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

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

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

  • Develop treatment plans, and calculate doses for brachytherapy procedures.

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

  • 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.

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

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

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

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

Technologies & Software

  • Perplexity AI
  • Claude (Anthropic)
  • Nuance DAX (Microsoft)
  • Llama (Meta)
  • MEDITECH software
  • Qwen (Alibaba)
  • Glass AI
  • ChatGPT (OpenAI)
  • Eclipse IDE
  • Gemini (Google)
  • Epic AI
  • Gemini for Workspace
  • Grok (xAI)
  • DeepSeek
  • Abridge
  • Epic Systems
  • Nabla Copilot
  • Amboss AI
  • Medical condition coding software
  • Mistral (Mistral AI)
  • Kimi (Moonshot AI)
  • Nova (Amazon)