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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

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

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

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

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

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

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

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

  • Present technical information at conferences.

  • Teach in colleges and universities.

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

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

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

  • 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.

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

  • Design processing plants and equipment.

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

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

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

  • 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.

Technologies & Software

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