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Automation Risk Analysis

Will “Material Science And Testing Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #88 of 702. Estimated risk: 2.1%

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AI Exposure Risk

58%

“Material Science And Testing 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%

“Material Science And Testing 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

  • Teach in colleges and universities.

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

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

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

  • Monitor material performance, and evaluate its deterioration.

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

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

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

  • Design processing plants and equipment.

  • Determine appropriate methods for fabricating and joining materials.

  • Present technical information at conferences.

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

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

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

  • 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.

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

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

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

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

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

Technologies & Software

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