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Automation Risk Analysis

Will “Weapons Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #153 of 702. Estimated risk: 7.0%

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AI Exposure Risk

60%

“Weapons 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%

“Weapons 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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • 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 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.

  • 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.

Technologies & Software

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