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Automation Risk Analysis

Will “Safety Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #153 of 702. Estimated risk: 7.0%

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AI Exposure Risk

60%

“Safety 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%

“Safety 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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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