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Automation Risk Analysis

Will “Nuclear Criticality Safety Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #153 of 702. Estimated risk: 7.0%

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AI Exposure Risk

60%

“Nuclear Criticality Safety 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%

“Nuclear Criticality Safety 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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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