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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

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

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

  • Design processing plants and equipment.

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

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

  • Teach in colleges and universities.

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

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

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

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

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

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

  • Determine appropriate methods for fabricating and joining materials.

  • 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.

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

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

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

  • Monitor material performance, and evaluate its deterioration.

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

  • Present technical information at conferences.

Technologies & Software

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