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Automation Risk Analysis

Will “Nuclear Equipment Design 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 Equipment Design 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 Equipment Design 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

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

  • 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.

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

  • 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.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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