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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

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

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

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

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

  • Present technical information at conferences.

  • 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.

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

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

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

  • Design processing plants and equipment.

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

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

  • Determine appropriate methods for fabricating and joining materials.

  • Teach in colleges and universities.

  • Monitor material performance, and evaluate its deterioration.

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

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

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

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

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

Technologies & Software

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