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AI Job Risk

Occupation baseline · Research consensus

Will AI replace Non-Destructive Testing Specialists?

Lower risk

Baseline AI displacement risk for Non-Destructive Testing Specialists, aggregated from 5 research sources.

What this score means

Non-Destructive Testing Specialists leans toward the safer end for Engineering. Parts of the role touch tasks AI is getting good at, but the core still depends on hands on work or judgment that resists automation. At 33 out of 100 it scores 3 points below the Engineering average of 36. Across the 5 sources behind this baseline, individual estimates run from 14 to 50, so the score is a weighted consensus rather than any single figure.

The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works

What this job actually involves

Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Non-Destructive Testing Specialists, most central first, showing 12 of 16.

  • 01Identify defects in concrete or other building materials, using thermal or infrared testing.
  • 02Interpret 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.
  • 03Interpret or evaluate test results in accordance with applicable codes, standards, specifications, or procedures.
  • 04Identify defects in solid materials, using ultrasonic testing techniques.
  • 05Make radiographic images to detect flaws in objects while leaving objects intact.
  • 06Prepare reports on non-destructive testing results.
  • 07Select, calibrate, or operate equipment used in the non-destructive testing of products or materials.
  • 08Visually 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.
  • 09Examine structures or vehicles such as aircraft, trains, nuclear reactors, bridges, dams, and pipelines, using non-destructive testing techniques.
  • 10Document non-destructive testing methods, processes, or results.
  • 11Produce images of objects on film, using radiographic techniques.
  • 12Supervise or direct the work of non-destructive testing trainees or staff.

Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.

The research behind this score

This baseline aggregates 5 research sources that scored Non-Destructive Testing Specialists for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.

Common questions

How likely is AI to replace Non-Destructive Testing Specialists?
Published research puts Non-Destructive Testing Specialists at 33 out of 100 for AI displacement risk, in the lower risk band. The number is a weighted consensus of 5 research sources and describes the typical version of the role, not any individual.
Do researchers agree on the risk for Non-Destructive Testing Specialists?
Only partly. Individual estimates for Non-Destructive Testing Specialists run from 14 to 50 out of 100 across the 5 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.
Which engineering roles face similar AI exposure?
The closest published engineering roles to Non-Destructive Testing Specialists by score are Civil Engineers (33/100), Electrical Engineers (33/100), and Electrical and Electronic Engineering Technologists and Technicians (34/100). Each has its own page with the research behind its number.

Also covers

Corrosion Control Technician (Corrosion Control Tech) · Corrosion Technician (Corrosion Tech) · Industrial Radiographer · NDE Specialist (Non-Destructive Evaluation Specialist) · NDE Technician (Non-Destructive Evaluation Technician) · NDI Technician (Non-Destructive Inspection Technician) · NDT Coordinator (Non-Destructive Testing Coordinator) · NDT Engineer (Non-Destructive Testing Engineer) and related titles

Estimated displacement window

The dated estimate for this role is included in the full personalised report.

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Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.