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Automation Risk Analysis

Will “Fuel Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #77 of 702. Estimated risk: 1.7%

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AI Exposure Risk

59%

“Fuel 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%

“Fuel 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

  • 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.

  • 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.

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

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

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

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

  • Troubleshoot problems with chemical manufacturing processes.

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

  • Monitor and analyze data from processes and experiments.

  • 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.

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

  • 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

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