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Automation Risk Analysis

Will “NDT Scientist (Non-Destructive Testing Scientist)” be Automated?

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AI Exposure Risk

57%

“NDT Scientist (Non-Destructive Testing Scientist)” 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 57% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

60%

“NDT Scientist (Non-Destructive Testing Scientist)” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 60% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Non-Destructive Testing Specialists, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Test the safety of structures, vehicles, or vessels using x-ray, ultrasound, fiber optic or related equipment.

Job Title & Hierarchy Code (SOC) Non-Destructive Testing Specialists #17-3029.01
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Data is based on the reference occupation: “Non-Destructive Testing Specialists”

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Core Skills & Abilities

  • Interpret or evaluate test results in accordance with applicable codes, standards, specifications, or procedures.

  • Evaluate material properties, using radio astronomy, voltage and amperage measurement, or rheometric flow measurement.

  • Produce images of objects on film, using radiographic techniques.

  • Identify defects in solid materials, using ultrasonic testing techniques.

  • Map the presence of imperfections within objects, using sonic measurements.

  • Examine structures or vehicles such as aircraft, trains, nuclear reactors, bridges, dams, and pipelines, using non-destructive testing techniques.

  • Develop or use new non-destructive testing methods, such as acoustic emission testing, leak testing, and thermal or infrared testing.

  • Select, calibrate, or operate equipment used in the non-destructive testing of products or materials.

  • Interpret the results of all methods of non-destructive testing (NDT), such as acoustic emission, electromagnetic, leak, liquid penetrant, magnetic particle, neutron radiographic, radiographic, thermal or infrared, ultrasonic, vibration analysis, and visual testing.

  • Prepare reports on non-destructive testing results.

  • Document non-destructive testing methods, processes, or results.

  • Supervise or direct the work of non-destructive testing trainees or staff.

  • Conduct liquid penetrant tests to locate surface cracks by coating objects with fluorescent dyes, cleaning excess penetrant, and applying developer.

  • Identify defects in concrete or other building materials, using thermal or infrared testing.

  • Make radiographic images to detect flaws in objects while leaving objects intact.

  • Visually examine materials, structures, or components for signs of corrosion, metal fatigue, cracks, or other flaws, using tools and equipment such as endoscopes, closed-circuit television systems, and fiber optics.

Technologies & Software

  • IBM Notes
  • Microsoft Project
  • Gemini (Google)
  • Gemini Code Assist
  • Dassault Systemes CATIA
  • Visualization Sciences Group VSG Open Inventor
  • Mistral (Mistral AI)
  • Microsoft Word
  • National Instruments LabVIEW
  • National Instruments DAQ Assistant
  • Microsoft Outlook
  • GitHub Copilot
  • Geographic information system GIS systems
  • Llama (Meta)
  • Operating system software
  • Microsoft Access
  • GE Sensing & Inspection Technologies Rhythm UT
  • Autodesk AutoCAD
  • Grok (xAI)
  • ChatGPT (OpenAI)
  • Microsoft PowerPoint
  • Microsoft Excel
  • Fractal Concept SoftScan
  • Nova (Amazon)
  • Perplexity AI
  • Autodesk AI
  • ANSYS AI Simulation
  • DeepSeek
  • Kimi (Moonshot AI)
  • Microsoft Office software
  • SAP software
  • Claude (Anthropic)
  • National Instruments NI Vision Builder for Automated Inspection AI
  • Qwen (Alibaba)
  • Visualization Sciences Group VSG Avizo Fire
  • AutoCAD AI
  • National Instruments NI Motion Assistant
  • Charge-coupled device CCD cameras
  • Microwave meters
  • Computer assisted tomography CAT inspection equipment
  • Binocular polarizing microscopes
  • Timing equipment
  • Digital micrometers
  • Vernier calipers
  • Fluorescent microscopes
  • Ultrasound inspection equipment
  • X ray microscopes
  • Power drills
  • Immersion tanks
  • Amp meters
  • Acoustic emissions systems
  • Volt meters
  • Measuring tapes
  • Piezoelectric sensors
  • Black lights
  • Precision rulers
  • Electrical conductivity meters
  • Inspection endoscopes
  • Gauss meters
  • Scanning electron microscopes SEM
  • Neutron detectors
  • Stereo microscopes
  • Personal computers
  • Desktop computers
  • X ray equipment
  • Laser alignment tools
  • Radiation detection badges
  • Handheld sprayers
  • Closed circuit television systems
  • Light meters
  • Two-channel oscilloscopes
  • Velocity meters
  • Portable microscopes
  • Magnifying glasses
  • Metallurgical microscopes
  • Infrared thermographic scanners
  • Handheld accelerometers
  • Windsor probes
  • Schmidt rebound hammers
  • Acoustic testers
  • Digital video cameras
  • Vibration analysis equipment
  • Gamma ray testing equipment
  • Depth gauges
  • Remote reading electronic thermometers
  • Width gauges
  • Ground penetrating radar GPR systems
  • Laptop computers
  • Telescopes
  • Recirculating hot air drying ovens
  • Fiber optic strain sensors
  • Electric hoists
  • Height gauges
  • Digital refractometers
  • Capacitance testers
  • Eddy current inspection equipment
  • Digital oscilloscopes
  • Binoculars
  • Load indenters