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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

  • Design processing plants and equipment.

  • 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.

  • 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.

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

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

  • 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.

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

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

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

  • Monitor material performance, and evaluate its deterioration.

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

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

  • Determine appropriate methods for fabricating and joining materials.

  • Teach in colleges and universities.

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

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

  • Present technical information at conferences.

Technologies & Software

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