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Automation Risk Analysis

Will “System Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #153 of 702. Estimated risk: 7.0%

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AI Exposure Risk

60%

“System 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%

“System 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.

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

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

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

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

  • 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 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.

  • 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.

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

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

  • 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.

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

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

  • 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.

  • 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.

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

Technologies & Software

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