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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

  • Monitor material performance, and evaluate its deterioration.

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

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

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

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

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

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

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

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

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

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

  • Determine appropriate methods for fabricating and joining materials.

  • Present technical information at conferences.

  • Design processing plants and equipment.

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

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

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

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

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

  • Teach in colleges and universities.

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

Technologies & Software

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