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Automation Risk Analysis

Will “Metallurgist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #88 of 702. Estimated risk: 2.1%

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AI Exposure Risk

58%

“Metallurgist” 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%

“Metallurgist” 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

  • 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.

  • Teach in colleges and universities.

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

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

  • Monitor material performance, and evaluate its deterioration.

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

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

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

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

  • Present technical information at conferences.

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

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

  • Design processing plants and equipment.

  • Determine appropriate methods for fabricating and joining materials.

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

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

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

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

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

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

Technologies & Software

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