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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

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

  • Determine appropriate methods for fabricating and joining materials.

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

  • Design processing plants and equipment.

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

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

  • Monitor material performance, and evaluate its deterioration.

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

  • Teach in colleges and universities.

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

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

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

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

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

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

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

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

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

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

  • Present technical information at conferences.

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

Technologies & Software

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