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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

  • Design processing plants and equipment.

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

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

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

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

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

  • Determine appropriate methods for fabricating and joining materials.

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

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

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

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

  • Monitor material performance, and evaluate its deterioration.

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

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

  • Teach in colleges and universities.

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

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

  • Present technical information at conferences.

  • 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.

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

Technologies & Software

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