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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

  • 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.

  • Design processing plants and equipment.

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

  • Teach in colleges and universities.

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

  • 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.

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

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

  • Monitor material performance, and evaluate its deterioration.

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

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

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

  • Present technical information at conferences.

  • Determine appropriate methods for fabricating and joining materials.

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

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

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

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

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

Technologies & Software

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