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Automation Risk Analysis

Will “Nuclear Equipment Test 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 Test 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 Test 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.

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

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

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

  • 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.

  • 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.

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

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

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

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

  • 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.

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

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

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

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

  • 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.

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

Technologies & Software

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