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Automation Risk Analysis

Will “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%

“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%

“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

  • Teach in colleges and universities.

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

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

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

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

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

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

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

  • Present technical information at conferences.

  • Design processing plants and equipment.

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

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

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

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

  • Determine appropriate methods for fabricating and joining materials.

  • Monitor material performance, and evaluate its deterioration.

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

  • 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.

Technologies & Software

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