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Automation Risk Analysis

Will “Metallurgical Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #88 of 702. Estimated risk: 2.1%

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AI Exposure Risk

58%

“Metallurgical 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%

“Metallurgical 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.

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

  • Determine appropriate methods for fabricating and joining materials.

  • 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.

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

  • 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.

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

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

  • Present technical information at conferences.

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

  • 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.

  • Monitor material performance, and evaluate its deterioration.

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

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

  • Teach in colleges and universities.

  • Design processing plants and equipment.

  • 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.

Technologies & Software

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