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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

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

  • 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.

  • Determine appropriate methods for fabricating and joining materials.

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

  • Monitor material performance, and evaluate its deterioration.

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

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

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

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

  • Teach in colleges and universities.

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

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

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

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

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

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

  • Present technical information at conferences.

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

  • Design processing plants and equipment.

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

Technologies & Software

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