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Automation Risk Analysis

Will “Radiation Officer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #153 of 702. Estimated risk: 7.0%

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AI Exposure Risk

60%

“Radiation Officer” 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

32%

“Radiation Officer” 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 32% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Nuclear Engineers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Conduct research on nuclear engineering projects or apply principles and theory of nuclear science to problems concerned with release, control, and use of nuclear energy and nuclear waste disposal.

Avg. Annual Salary $134,980
Avg. Hourly Wage $64.89
Available Jobs (US) 14,740
Job Title & Hierarchy Code (SOC) Nuclear Engineers #17-2161
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Nuclear Engineers”

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Core Skills & Abilities

  • Design or oversee construction or operation of nuclear reactors, power plants, or nuclear fuels reprocessing and reclamation systems.

  • Design or develop nuclear equipment, such as reactor cores, radiation shielding, or associated instrumentation or control mechanisms.

  • Direct environmental compliance activities associated with nuclear plant operations or maintenance.

  • Write operational instructions to be used in nuclear plant operation or nuclear fuel or waste handling and disposal.

  • Develop or contribute to the development of plans to remediate or restore environments affected by nuclear radiation, such as waste disposal sites.

  • Perform experiments that will provide information about acceptable methods of nuclear material usage, nuclear fuel reclamation, or waste disposal.

  • Direct operating or maintenance activities of nuclear power plants to ensure efficiency and conformity to safety standards.

  • Design or direct nuclear research projects to develop, test, modify, or discover new uses for theoretical models.

  • Monitor nuclear facility operations to identify any design, construction, or operation practices that violate safety regulations and laws or could jeopardize safe operations.

  • Initiate corrective actions or order plant shutdowns in emergency situations.

  • Examine accidents to obtain data for use in design of preventive measures.

  • Consult with other scientists to determine parameters of experimentation or suitability of analytical models.

  • Prepare technical reports of findings or recommendations, based on synthesized analyses of test results.

  • Keep abreast of developments and changes in the nuclear field by reading technical journals or by independent study and research.

  • Conduct environmental studies on topics such as nuclear power generation, nuclear waste disposal, or nuclear weapon deployment.

  • Design fuel cycle models or processes to reduce the quantity of radioactive waste generated from nuclear activities.

  • Conduct tests of nuclear fuel behavior and cycles or performance of nuclear machinery and equipment to optimize performance of existing plants.

  • Discuss construction project proposals with interested parties, such as vendors, contractors, or nuclear facility review boards.

  • Prepare environmental impact statements, reports, or presentations for regulatory or other agencies.

  • Recommend preventive measures to be taken in the handling of nuclear technology, based on data obtained from operations monitoring or from evaluation of test results.

Technologies & Software

  • Microsoft Excel
  • Discrete ordinates DORT dose assessment computer codes
  • Computer aided design CAD software
  • The MathWorks MATLAB
  • Maplesoft Maple
  • Perplexity AI
  • ANISN dose assessment computer code
  • Formula translation/translator FORTRAN
  • MCNP dose assessment computer code
  • DeepSeek
  • FOLLOW code
  • Kimi (Moonshot AI)
  • Relational database software
  • Nova (Amazon)
  • Transient reactor analysis code TRAC
  • Autodesk AI
  • Salesforce software
  • Gemini (Google)
  • Graphics software
  • Microsoft Word
  • Mathsoft Mathcad
  • Desktop publishing software
  • INCORE code
  • Software development tools
  • Gemini Code Assist
  • MORSE-CG dose assessment computer code
  • Scientech WinNUPRA
  • Probabilistic risk assessment PRA software
  • Claude (Anthropic)
  • SAP software
  • Mistral (Mistral AI)
  • Llama (Meta)
  • Reactor excursion and release analysis program RELAP
  • Linux
  • GitHub Copilot
  • Microsoft Office software
  • SAS
  • UNIX
  • TOTE code
  • ChatGPT (OpenAI)
  • Microsoft Access
  • C++
  • Spreadsheet software
  • ANSYS AI Simulation
  • Mathematical simulation software
  • Monte Carlo simulation software
  • Presentation software
  • BERMUDA nuclear transport computer codes
  • QAD shielding computer code
  • Word processing software
  • Python
  • MERCURE dose assessment computer codes
  • Scientech Safety Monitor
  • SCALE ORIGEN-S point depletion and decay code
  • Grok (xAI)
  • Oracle Java
  • Microsoft PowerPoint
  • Qwen (Alibaba)
  • AutoCAD AI
  • Face masks
  • Reactivity computer systems
  • Desktop computers
  • Anticontamination clothing
  • Respirators
  • Personal computers
  • Nuclear wireline logging instruments