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Automation Risk Analysis

Will “Weapons Designer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #153 of 702. Estimated risk: 7.0%

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AI Exposure Risk

60%

“Weapons Designer” 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 Designer” 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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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