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Automation Risk Analysis

Will “Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #153 of 702. Estimated risk: 7.0%

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AI Exposure Risk

60%

“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%

“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.

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

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

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

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

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

  • 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.

  • 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.

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

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

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

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

  • 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.

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

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

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

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

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

Technologies & Software

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