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Automation Risk Analysis

Will “Materials Research Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #88 of 702. Estimated risk: 2.1%

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AI Exposure Risk

58%

“Materials Research 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%

“Materials Research 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

  • Present technical information at conferences.

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

  • Design processing plants and equipment.

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

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

  • Teach in colleges and universities.

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

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

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

  • Determine appropriate methods for fabricating and joining materials.

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

  • Monitor material performance, and evaluate its deterioration.

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

  • 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.

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

  • 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.

  • 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.

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

Technologies & Software

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