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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

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

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

  • Monitor material performance, and evaluate its deterioration.

  • 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.

  • Design processing plants and equipment.

  • Determine appropriate methods for fabricating and joining materials.

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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