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Automation Risk Analysis

Will “Weapons Designer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #77 of 702. Estimated risk: 1.7%

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AI Exposure Risk

59%

“Weapons Designer” 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 Designer” 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 computer models of 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.

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

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

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

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

  • Design and plan layout of equipment.

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

  • Troubleshoot problems with chemical manufacturing processes.

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

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

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

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

  • Monitor and analyze data from processes and experiments.

Technologies & Software

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