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Automation Risk Analysis

Will “Nuclear Fuels Reclamation 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 Fuels Reclamation 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 Fuels Reclamation 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

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

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

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

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

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

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

  • 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.

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

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

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

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

  • 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.

  • 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.

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

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

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

  • 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

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