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Automation Risk Analysis

Will “Metallurgical Specialist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #88 of 702. Estimated risk: 2.1%

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AI Exposure Risk

58%

“Metallurgical Specialist” 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 Specialist” 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

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

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

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

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

  • Determine appropriate methods for fabricating and joining materials.

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

  • 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.

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

  • Present technical information at conferences.

  • Monitor material performance, and evaluate its deterioration.

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

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

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

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

  • Design processing plants and equipment.

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

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

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

Technologies & Software

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