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Automation Risk Analysis

Will “Extractive Metallurgist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #88 of 702. Estimated risk: 2.1%

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AI Exposure Risk

58%

“Extractive 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%

“Extractive 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

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

  • Design processing plants and equipment.

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

  • Monitor material performance, and evaluate its deterioration.

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

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

  • Teach in colleges and universities.

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

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

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

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

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

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

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

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

  • 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.

  • 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.

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

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

Technologies & Software

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