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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

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

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

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

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

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

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

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

  • Monitor material performance, and evaluate its deterioration.

  • Teach in colleges and universities.

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

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

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

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

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

  • Determine appropriate methods for fabricating and joining materials.

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

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

  • Present technical information at conferences.

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

  • Design processing plants and equipment.

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

Technologies & Software

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