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Automation Risk Analysis

Will “Scientist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #77 of 702. Estimated risk: 1.7%

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AI Exposure Risk

59%

“Scientist” 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%

“Scientist” 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.

  • 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.

  • Troubleshoot problems with chemical manufacturing processes.

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

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

  • 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.

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

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

  • 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.

  • Design and plan layout of equipment.

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

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

Technologies & Software

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