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Automation Risk Analysis

Will “Stress Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #88 of 702. Estimated risk: 2.1%

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AI Exposure Risk

58%

“Stress 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%

“Stress 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

  • Determine appropriate methods for fabricating and joining materials.

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

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

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

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

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

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

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

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

  • 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.

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

  • Teach in colleges and universities.

  • Monitor material performance, and evaluate its deterioration.

  • 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.

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

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

  • Present technical information at conferences.

  • Design processing plants and equipment.

Technologies & Software

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