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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

  • Troubleshoot problems with chemical manufacturing 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.

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

  • Develop computer models of chemical processes.

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

  • 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.

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

  • Conduct research to develop new and improved 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.

  • Design and plan layout of equipment.

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

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

Technologies & Software

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