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Automation Risk Analysis

Will “Testing Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #88 of 702. Estimated risk: 2.1%

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AI Exposure Risk

58%

“Testing 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%

“Testing 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.

  • 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.

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

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

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

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

  • Design processing plants and equipment.

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

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

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

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

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

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

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

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

  • Determine appropriate methods for fabricating and joining materials.

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

  • Teach in colleges and universities.

  • Monitor material performance, and evaluate its deterioration.

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

Technologies & Software

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