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Automation Risk Analysis

Will “Forensic Materials Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #88 of 702. Estimated risk: 2.1%

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AI Exposure Risk

58%

“Forensic Materials 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%

“Forensic Materials 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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

  • Monitor material performance, and evaluate its deterioration.

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

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

  • Determine appropriate methods for fabricating and joining materials.

  • Present technical information at conferences.

  • Design processing plants and equipment.

  • Teach in colleges and universities.

Technologies & Software

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