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Automation Risk Analysis

Will “Radioactive Materials Waste Management Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #153 of 702. Estimated risk: 7.0%

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AI Exposure Risk

60%

“Radioactive Materials Waste Management Engineer” 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%

“Radioactive Materials Waste Management Engineer” 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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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