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Automation Risk Analysis

Will “Glass Science Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #88 of 702. Estimated risk: 2.1%

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AI Exposure Risk

58%

“Glass Science 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%

“Glass Science 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

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

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

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

  • 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.

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

  • 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.

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

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

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

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

  • Monitor material performance, and evaluate its deterioration.

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

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

  • Design processing plants and equipment.

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

  • Determine appropriate methods for fabricating and joining materials.

  • Teach in colleges and universities.

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

  • Present technical information at conferences.

Technologies & Software

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