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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

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

  • Design and plan layout of equipment.

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

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

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

  • Develop computer models of chemical processes.

  • Monitor and analyze data from processes and experiments.

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

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

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

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

  • Troubleshoot problems with chemical manufacturing processes.

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

Technologies & Software

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