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Automation Risk Analysis

Will “Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #88 of 702. Estimated risk: 2.1%

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AI Exposure Risk

58%

“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%

“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

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

  • Monitor material performance, and evaluate its deterioration.

  • Present technical information at conferences.

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

  • 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.

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

  • 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.

  • Determine appropriate methods for fabricating and joining materials.

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

  • 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.

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

  • Design processing plants and equipment.

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

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

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

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

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

  • Teach in colleges and universities.

Technologies & Software

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