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Automation Risk Analysis

Will “Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #88 of 702. Estimated risk: 2.1%

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AI Exposure Risk

58%

“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 58% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

41%

“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 41% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Materials Engineers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Evaluate materials and develop machinery and processes to manufacture materials for use in products that must meet specialized design and performance specifications. Develop new uses for known materials. Includes those engineers working with composite materials or specializing in one type of material, such as graphite, metal and metal alloys, ceramics and glass, plastics and polymers, and naturally occurring materials. Includes metallurgists and metallurgical engineers, ceramic engineers, and welding engineers.

Avg. Annual Salary $116,380
Avg. Hourly Wage $55.95
Available Jobs (US) 22,770
Job Title & Hierarchy Code (SOC) Materials Engineers #17-2131
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Materials Engineers”

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Core Skills & Abilities

  • Conduct or supervise tests on raw materials or finished products to ensure their quality.

  • Conduct training sessions on new material products, applications, or manufacturing methods for customers and their employees.

  • Perform managerial functions, such as preparing proposals and budgets, analyzing labor costs, and writing reports.

  • Supervise production and testing processes in industrial settings, such as metal refining facilities, smelting or foundry operations, or nonmetallic materials production operations.

  • Solve problems in a number of engineering fields, such as mechanical, chemical, electrical, civil, nuclear, and aerospace.

  • Monitor material performance, and evaluate its deterioration.

  • Teach in colleges and universities.

  • Plan and evaluate new projects, consulting with other engineers and corporate executives, as necessary.

  • Modify properties of metal alloys, using thermal and mechanical treatments.

  • Guide technical staff in developing materials for specific uses in projected products or devices.

  • Supervise the work of technologists, technicians, and other engineers and scientists.

  • Replicate the characteristics of materials and their components, using computers.

  • Present technical information at conferences.

  • Determine appropriate methods for fabricating and joining materials.

  • Plan and implement laboratory operations to develop material and fabrication procedures that meet cost, product specification, and performance standards.

  • Evaluate technical specifications and economic factors relating to process or product design objectives.

  • Write for technical magazines, journals, and trade association publications.

  • Design and direct the testing or control of processing procedures.

  • Analyze product failure data and laboratory test results to determine causes of problems and develop solutions.

  • Design processing plants and equipment.

  • Review new product plans, and make recommendations for material selection, based on design objectives such as strength, weight, heat resistance, electrical conductivity, and cost.

Technologies & Software

  • Microsoft Office software
  • Microsoft Access
  • Microsoft Excel
  • Finite element analysis software
  • Microsoft Visual Basic
  • Claude (Anthropic)
  • Presentation software
  • Microsoft SharePoint
  • Fused deposition modeling FDM rapid prototyping systems
  • MTS Testworks
  • ChatGPT (OpenAI)
  • Grok (xAI)
  • National Instruments LabVIEW
  • Python
  • Mistral (Mistral AI)
  • Fault detection isolation and recovery FDIR software
  • PTC Creo Parametric
  • Llama (Meta)
  • Microsoft Visual Basic.NET
  • GitHub Copilot
  • Perplexity AI
  • Formula translation/translator FORTRAN
  • Autodesk AI
  • Image analysis systems
  • Digital image correlation DIC software
  • Enterprise resource planning ERP software
  • C++
  • DeepSeek
  • Microsoft Visio
  • Stereolithography SLA rapid prototyping systems
  • Graphics software
  • Microsoft Word
  • Microsoft PowerPoint
  • The MathWorks MATLAB
  • SAP software
  • Gemini Code Assist
  • ANSYS AI Simulation
  • Microsoft Outlook
  • QMC CM4D
  • Dassault Systemes CATIA
  • Autodesk AutoCAD
  • Word processing software
  • Qwen (Alibaba)
  • Kimi (Moonshot AI)
  • IBM Notes
  • Gemini (Google)
  • Computer aided design CAD software
  • Oracle Database
  • Dassault Systemes SolidWorks
  • AutoCAD AI
  • Minitab
  • Nova (Amazon)
  • Web browser software
  • ANSYS Multiphysics
  • Digitizing oscilloscopes
  • Optical compound microscopes
  • Micromanipulators
  • Sanding machines
  • Spectrophotometers
  • Slurry blenders
  • Tension gauges
  • Atomic force microscopes
  • Turbidimeters
  • Servohydraulic test machines
  • Drop weight impact towers
  • Balling drums
  • Polishing machines
  • Vibration analysis equipment
  • Ammeters
  • Etching equipment
  • Cement mixers
  • Freeze-thaw test units
  • Extensometers
  • Magnetic separators
  • Differential thermal analyzers
  • Microscope photo attachments
  • Hydraulic presses
  • Twin screw extruders
  • Drying ovens
  • Film thickness measurement systems
  • Benchtop centrifuges
  • Microwave tube furnaces
  • Ultrasonicators
  • Friction and wear testers
  • Wind tunnels
  • Stabilometers
  • Infrared monitors
  • Injection molding machines
  • Thermogravimetric analyzers
  • High-vacuum tensile testing chambers
  • Permeability measuring devices
  • Sample presses
  • Sonometers
  • Accelerated weathering machines
  • Impact testers
  • Rotating furnaces
  • Electron microprobe analyzers EMPA
  • Gyratory crushers
  • Flotation columns
  • Laboratory pulverizers
  • Colorimeters
  • Differential scanning calorimeters
  • Fourier transform infrared FTIR spectroscopes
  • Microwave autoclaves
  • Spectrocolorimeters
  • Ball mills
  • High tension separators
  • Muffle furnaces
  • Coordinate measuring machines CMM
  • Solvent dryers
  • Screw-driven test machines
  • Pycnometers
  • Viscosity meters
  • Laboratory glove boxes
  • pH testers
  • Vacuum coating systems
  • Linear variable differential transformers LVDT
  • Flame photometers
  • Hardness testers
  • Diffractometers
  • Ultrasound inspection equipment
  • Ultrasonic dismembrators
  • Analytical balances
  • Gauss meters
  • Calorimeters
  • Concrete test hammers
  • Microwave sintering furnaces
  • Isodynamic separators
  • Tensile testers
  • Durometers
  • Electrostatic separators
  • Atomic absorption AA spectrophotometers
  • Melt spinners
  • Digital cameras
  • Masonry cutters
  • Vacuum furnaces
  • Deionizers
  • Laboratory microwave ovens
  • Personal computers
  • Gas chromatographs GC
  • Acoustic impediography equipment
  • Mass spectrometers
  • Filter presses
  • Lapping wheels
  • Spectrometers
  • Laminators
  • Magnetic susceptibility balances
  • Load frames
  • Gas detectors
  • Inert atmosphere box furnaces
  • Counter-current mixers
  • Reflectometers
  • Holding jigs
  • Adhesion testers
  • Water burets
  • Binocular compound microscopes
  • Solar simulators
  • Fiberscopes
  • Roll crushers
  • Band saws
  • Adiabatic bomb calorimeters
  • Graphite element furnaces
  • Tube furnaces
  • Liquid conditioners
  • Charpy impact testers
  • High pressure liquid chromatograph HPLC equipment
  • X ray fluorescence XRF spectrometers
  • Laser Doppler velocimeters LDV
  • Rod mills
  • Fume hoods
  • Compression testing machines
  • Polarizing microscopes
  • Optical emission spectrometers
  • Molecular pumps
  • Lathes
  • Vacuum evaporators
  • Laboratory vacuum pumps
  • Laboratory sample splitters
  • Jar mills
  • Jaw crushers
  • Scanning electron microscopes SEM
  • Particle size analyzers
  • Laboratory test sieves
  • Infrared cameras
  • Twin-screw extruders
  • Solid state laser systems
  • Thermal analysis systems
  • Strain gauges
  • Laboratory blenders
  • Electronic toploading balances
  • Hot blenders
  • Ultraviolet UV exposure units
  • Oscillating water tunnels
  • Safety glasses
  • Electrometers
  • Temperature regulated shaking water baths
  • Attritors
  • Current versus voltage IV curve tracers
  • Heated walk-in environmental chambers
  • Gel permeation chromatographs GPC
  • Porosity indicators
  • Safety gloves
  • Energy dispersive x-ray spectrometers EDS
  • Specific gravity balances
  • Pit depth gauges
  • Computer numerical controlled CNC milling machines
  • Kneading compactors
  • High temperature material testing systems
  • Mechanical sieve shakers
  • Steam autoclaves
  • Abrasion testers
  • Plasma-arc furnaces
  • Ultrasonic baths
  • Stereo microscopes
  • Accelerometers
  • Water-cooled saws
  • Dataloggers
  • X ray fluorescence XRF analyzers
  • Computerized numerical control CNC lathes