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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

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

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

  • 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.

  • Design and plan layout of equipment.

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

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

  • Develop computer models of chemical processes.

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

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

  • Monitor and analyze data from processes and experiments.

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

  • Troubleshoot problems with chemical manufacturing processes.

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

Technologies & Software

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