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Automation Risk Analysis

Will “Nuclear Mechanic” be Automated?

Historical Context: Oxford Study (2013)

Ranked #153 of 702. Estimated risk: 7.0%

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AI Exposure Risk

60%

“Nuclear Mechanic” 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 Mechanic” 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

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

  • 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.

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

  • 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.

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

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

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

  • 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.

  • 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.

  • 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.

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

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

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

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

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

Technologies & Software

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