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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

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

  • 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 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.

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

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

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

  • 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.

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

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

  • 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.

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

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

  • 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.

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

Technologies & Software

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