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Automation Risk Analysis

Will “Ceramics Test Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #88 of 702. Estimated risk: 2.1%

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AI Exposure Risk

58%

“Ceramics Test 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%

“Ceramics Test 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

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

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

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

  • Monitor material performance, and evaluate its deterioration.

  • 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.

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

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

  • Design processing plants and equipment.

  • Teach in colleges and universities.

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

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

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

  • Present technical information at conferences.

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

  • Determine appropriate methods for fabricating and joining materials.

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

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

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

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

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

Technologies & Software

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