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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

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

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

  • 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.

  • 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.

  • 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.

  • Design processing plants and equipment.

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

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

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

  • Determine appropriate methods for fabricating and joining materials.

  • Teach in colleges and universities.

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

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

  • Present technical information at conferences.

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

  • 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.

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

Technologies & Software

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