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Automation Risk Analysis

Will “Material Analyst” be Automated?

Historical Context: Oxford Study (2013)

Ranked #88 of 702. Estimated risk: 2.1%

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AI Exposure Risk

58%

“Material Analyst” 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 Analyst” 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

  • 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.

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

  • Monitor material performance, and evaluate its deterioration.

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

  • Present technical information at conferences.

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

  • Determine appropriate methods for fabricating and joining materials.

  • Teach in colleges and universities.

  • 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.

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

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

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

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

  • Design processing plants and equipment.

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

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

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

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

Technologies & Software

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