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Automation Risk Analysis

Will “Smelting Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #88 of 702. Estimated risk: 2.1%

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AI Exposure Risk

58%

“Smelting 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%

“Smelting 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

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

  • 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.

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

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

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

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

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

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

  • 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.

  • Teach in colleges and universities.

  • Monitor material performance, and evaluate its deterioration.

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

  • Design processing plants and equipment.

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

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

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

  • Determine appropriate methods for fabricating and joining materials.

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

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

Technologies & Software

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