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Automation Risk Analysis

Will “Corrosion Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #88 of 702. Estimated risk: 2.1%

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AI Exposure Risk

58%

“Corrosion 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%

“Corrosion 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.

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

  • Teach in colleges and universities.

  • Design processing plants and equipment.

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

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

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

  • 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.

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

  • Present technical information at conferences.

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

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

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

  • Monitor material performance, and evaluate its deterioration.

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

  • 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.

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

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

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

Technologies & Software

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