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Automation Risk Analysis

Will “Materials Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #88 of 702. Estimated risk: 2.1%

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AI Exposure Risk

58%

“Materials 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%

“Materials 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

  • Present technical information at conferences.

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

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

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

  • Determine appropriate methods for fabricating and joining materials.

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

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

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

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

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

  • Design processing plants and equipment.

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

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

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

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

  • Teach in colleges and universities.

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

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

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

  • Monitor material performance, and evaluate its deterioration.

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

Technologies & Software

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