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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

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

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

  • Present technical information at conferences.

  • 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.

  • Monitor material performance, and evaluate its deterioration.

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

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

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

  • Teach in colleges and universities.

  • 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.

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

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

  • Determine appropriate methods for fabricating and joining materials.

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

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

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

  • Design processing plants and equipment.

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

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

Technologies & Software

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