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Automation Risk Analysis

Will “Weapons Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #77 of 702. Estimated risk: 1.7%

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AI Exposure Risk

59%

“Weapons 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 59% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

32%

“Weapons 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 Chemical Engineers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Design chemical plant equipment and devise processes for manufacturing chemicals and products, such as gasoline, synthetic rubber, plastics, detergents, cement, paper, and pulp, by applying principles and technology of chemistry, physics, and engineering.

Avg. Annual Salary $128,430
Avg. Hourly Wage $61.75
Available Jobs (US) 20,330
Job Title & Hierarchy Code (SOC) Chemical Engineers #17-2041
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Chemical Engineers”

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Core Skills & Abilities

  • Troubleshoot problems with chemical manufacturing processes.

  • Perform tests and monitor performance of processes throughout stages of production to determine degree of control over variables such as temperature, density, specific gravity, and pressure.

  • Determine most effective arrangement of operations such as mixing, crushing, heat transfer, distillation, and drying.

  • Conduct research to develop new and improved chemical manufacturing processes.

  • Design and plan layout of equipment.

  • Direct activities of workers who operate or are engaged in constructing and improving absorption, evaporation, or electromagnetic equipment.

  • Monitor and analyze data from processes and experiments.

  • Prepare estimate of production costs and production progress reports for management.

  • Design measurement and control systems for chemical plants based on data collected in laboratory experiments and in pilot plant operations.

  • Develop computer models of chemical processes.

  • Perform laboratory studies of steps in manufacture of new products and test proposed processes in small-scale operation, such as a pilot plant.

  • Develop safety procedures to be employed by workers operating equipment or working in close proximity to ongoing chemical reactions.

  • Develop processes to separate components of liquids or gases or generate electrical currents, using controlled chemical processes.

  • Evaluate chemical equipment and processes to identify ways to optimize performance or to ensure compliance with safety and environmental regulations.

Technologies & Software

  • ChatGPT (OpenAI)
  • Mistral (Mistral AI)
  • EPCON International SYSTEM 7 Process Explorer
  • ANSYS AI Simulation
  • G&P Engineering Software PipeDrop
  • Chempute Software VisiMix
  • Microsoft Visual Basic
  • Supervisory control and data acquisition SCADA software
  • Chempute Software EstPro
  • Microsoft Word
  • DeepSeek
  • C++
  • C
  • Thermal Analysis Systems The Energy Analyst
  • PTC Creo Parametric
  • Absorption process simulation software
  • SoftLab PHEdesign
  • Autodesk AI
  • CD-adapco STAR-CAD
  • Gemini (Google)
  • EPCON International CHEMPRO Engineering Suite
  • Control Station ENGINEER
  • Minitab
  • Autodesk AutoCAD
  • Spreadsheet software
  • SAP software
  • G&P Engineering Software EngVert
  • Microsoft Exchange
  • Qwen (Alibaba)
  • Microsoft Office software
  • Laboratory information management system LIMS
  • Relational database software
  • Microsoft Visual C# .NET
  • Cerebro CerebroMix
  • Claude (Anthropic)
  • G&P Engineering Software PhysProps
  • Chemstations CHEMCAD
  • Madison Technical Software Chempak Plus
  • National Instruments LabVIEW
  • Kimi (Moonshot AI)
  • Microsoft Visio
  • Presentation software
  • Perplexity AI
  • Applied Flow Technology AFT Fathom
  • Microsoft Access
  • Statistical software
  • Madison Technical Software Enviropak
  • Computer aided design CAD software
  • R
  • ChemicaLogic SteamTab
  • Chempute Software ChemDraw
  • Chempute Software Engineer's Aide SINET
  • Llama (Meta)
  • Dassault Systemes SolidWorks
  • Computer aided manufacturing CAM software
  • GE Fanuc Proficy Machine Edition
  • Desktop publishing software
  • Gemini Code Assist
  • Microsoft Project
  • Computer aided design and drafting CADD software
  • Grok (xAI)
  • Chempute Software SuperPro Designer
  • Madison Technical Software Steampak
  • GitHub Copilot
  • Microsoft PowerPoint
  • EPCON International SiNET
  • Nova (Amazon)
  • Structured query language SQL
  • Microsoft Excel
  • Applied Flow Technology AFT Arrow
  • Prode PD-Plus
  • The MathWorks MATLAB
  • AutoCAD AI
  • AspenTech aspenONE
  • Dassault Systemes CATIA
  • Catalytic reactors
  • Agitators
  • Atomic force microscopes
  • Lyophilizers
  • Wet scrubbers
  • Distillation systems
  • Powder mixing equipment
  • Vacuum pumps
  • Mixing tanks
  • Plate filter presses
  • Vial handling systems
  • Distillation columns
  • Chromatographic scanning equipment
  • Programmable logic controllers PLC
  • Laboratory evaporaters
  • Gas absorbers
  • Safety goggles
  • Benchtop centrifuges
  • Benchtop mixers
  • Sludge dryers
  • Mass spectrometers
  • Personal computers
  • Personal digital assistants PDA
  • Heat exchangers
  • Surface analysis spectroscopes
  • Filtration systems