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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

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

  • Teach in colleges and universities.

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

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

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

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

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

  • Design processing plants and equipment.

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

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

  • Determine appropriate methods for fabricating and joining materials.

  • Monitor material performance, and evaluate its deterioration.

  • Present technical information at conferences.

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

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

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

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

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

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

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

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

Technologies & Software

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