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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

  • 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.

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

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

  • Determine appropriate methods for fabricating and joining materials.

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

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

  • Present technical information at conferences.

  • 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.

  • Monitor material performance, and evaluate its deterioration.

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

  • Design processing plants and equipment.

  • Teach in colleges and universities.

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

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

  • 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.

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

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

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

Technologies & Software

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