Non-Destructive Testing Specialists
Test the safety of structures, vehicles, or vessels using x-ray, ultrasound, fiber optic or related equipment.
AI Impact Summary
Non-Destructive Testing Specialists faces moderate AI displacement risk with a score of 37/100. This occupation has higher AI displacement risk than 71% of all analyzed occupations. Of 16 analyzed tasks, 4 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.
Skill Impact Analysis
AI-Vulnerable Skills (6)
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
AI-Resistant Skills (11)
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
Equipment Maintenance is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Non-Destructive Testing Specialists skill gaps, ranked by relevance to your displacement risk profile.
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Upskill to Reduce Risk
Courses addressing your most AI-vulnerable skills
SQL Fundamentals Skill Track
by DataCamp
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AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
AI Fundamentals Skill Track
by DataCamp
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Strengthen Your Edge
Double down on skills AI can't replicate
Leading People and Teams Specialization
by University of Michigan
Estimated Impact
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Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.
Education & Training
Percentage of workers at each education and training level
Education Level
Prior Experience Needed
Work experience required to enter this job
Training Provided After Hiring
How long it typically takes to learn on the job
How AI Impacts Each Task
16 tasks analyzed
Interpret or evaluate test results in accordance with applicable codes, standards, specifications, or procedures.
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.
Examine structures or vehicles such as aircraft, trains, nuclear reactors, bridges, dams, and pipelines, using non-destructive testing (NDT) techniques.
Select, calibrate, or operate equipment used in the non-destructive testing (NDT) of products or materials.
Identify defects in solid materials using ultrasonic testing techniques.
Prepare reports on non-destructive testing (NDT) results.
Document non-destructive testing (NDT) methods, processes, or results.
Supervise or direct the work of non-destructive testing (NDT) trainees or staff.
Produce images of objects on film, using radiographic techniques.
Make radiographic images to detect flaws in objects while leaving objects intact.
Map the presence of imperfections within objects, using sonic measurements.
Conduct liquid penetrant tests to locate surface cracks by coating objects with fluorescent dyes, cleaning excess penetrant, and applying developer.
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.
Identify defects in concrete or other building materials, using thermal or infrared testing.
Develop or use new non-destructive testing (NDT) methods, such as acoustic emission testing, leak testing, and thermal or infrared testing.
Evaluate material properties, using radio astronomy, voltage and amperage measurement, or rheometric flow measurement.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Interpret or evaluate test results in accordance with applicable codes, standards, specifications, or procedures. | 85Estimated | 83.2% | 10% | |
| 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. | 70Estimated | 55.0% | 10% | |
| Examine structures or vehicles such as aircraft, trains, nuclear reactors, bridges, dams, and pipelines, using non-destructive testing (NDT) techniques. | 30Estimated | 21.0% | 12% | |
| Select, calibrate, or operate equipment used in the non-destructive testing (NDT) of products or materials. | 40Estimated | 49.0% | 10% | |
| Identify defects in solid materials using ultrasonic testing techniques. | 70Estimated | 55.0% | 8% | |
| Prepare reports on non-destructive testing (NDT) results. | 56.57Observed | 71.8% | 6% | |
| Document non-destructive testing (NDT) methods, processes, or results. | 53.27Observed | 70.5% | 6% | |
| Supervise or direct the work of non-destructive testing (NDT) trainees or staff. | 20Estimated | 23.0% | 5% | |
| Produce images of objects on film, using radiographic techniques. | 40Estimated | 49.0% | 4% | |
| Make radiographic images to detect flaws in objects while leaving objects intact. | 40Estimated | 49.0% | 5% | |
| Map the presence of imperfections within objects, using sonic measurements. | 90Estimated | 85.2% | 4% | |
| Conduct liquid penetrant tests to locate surface cracks by coating objects with fluorescent dyes, cleaning excess penetrant, and applying developer. | 30Estimated | 45.0% | 6% | |
| 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. | 25Estimated | 19.0% | 6% | |
| Identify defects in concrete or other building materials, using thermal or infrared testing. | 70Estimated | 55.0% | 4% | |
| Develop or use new non-destructive testing (NDT) methods, such as acoustic emission testing, leak testing, and thermal or infrared testing. | 30Estimated | 39.0% | 2% | |
| Evaluate material properties, using radio astronomy, voltage and amperage measurement, or rheometric flow measurement. | 57.75Observed | 50.1% | 2% |
Protective Factors
Total protective discount: 28.1%
Essential Soft Skills
Traits that are hard for AI to replicate
Wage & Employment (2024)
Median Wage
$77,390
per year
Mean Wage
$79,740
per year
Employment
64K
workers
Wage Range
$47,010 - $114,630
10th - 90th pct
Wage Distribution
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Recommendations
Skills to Develop
These skills are at risk from AI automation. Non-Destructive Testing Specialists professionals should diversify beyond them.
- Reading Comprehension
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Information Ordering
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Mathematics
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
- Memorization
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Skills to Leverage
These human-centric skills remain difficult for AI to replicate. Double down here.
- Adaptability/Flexibility
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
- Leadership
Leadership is AI-resistant — strengthening this skill provides durable career protection.
- Complex Problem Solving
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
- Instructing
Instructing is AI-resistant — strengthening this skill provides durable career protection.
- Manual Dexterity
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
Tools to Adopt
AI can amplify these skills. Learn the tools that augment rather than replace your work.
- Critical Thinking
Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Active Learning
Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Monitoring
Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Writing
Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Judgment and Decision Making
Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
Score History
Risk score over 2 scoring runs
overall change