JOB REPORT / 17-3029 · 40 TASKS

Engineering Technologists and Technicians, Except Drafters, All Other.

Can AI do the work of Engineering Technologists and Technicians, Except Drafters, All Others?

Mostly it works alongside you. Here is what shifts, task by task.

YOUR EXPERIENCE MATTERS

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How many tasks do you use AI to assist with at work?

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The mark shows what’s typical for this job.

The parts of your job AI can already do most of:

Prepare reports on non-destructive testing results
Document non-destructive testing methods, processes, or results
Document procedures

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A guided certificate program in AI-assisted Engineering Technologists and Technicians, Except Drafters, All Other work. It covers the 24 AI-affected parts of your job and ends in a capstone a person reviews.

WHAT WE LOOKED AT

Your job, task by task.

24 of 40 tasks reviewed

This job has 40 core tasks. We went through 24 of them, one at a time.

Task by task, from the work Engineering Technologists and Technicians, Except Drafters, All Others actually do. How we describe AI use in each task is our own read of it, not a measurement of whether AI can replace the job.

TASK 01
Prepare reports on non-destructive testing results.
AI DOES
Drafts report sections, formats findings, and suggests standard language from test data
YOU DO
Verify interpretations and take professional responsibility for safety conclusions
TASK 02
Document non-destructive testing methods, processes, or results.
AI DOES
Drafts structured reports, organizes test data, and suggests standard language for common findings
YOU DO
Verify real-world measurements and certify that written results match actual physical test outcomes
TASK 03
Document procedures, such as calibration of optical or fiber optic equipment.
AI DOES
Drafts procedure templates, formats steps clearly, and checks technical writing for gaps
YOU DO
Supply real calibration data and verify every step reflects actual lab conditions
TASK 04
Monitor inventory levels and order supplies as necessary.
AI DOES
Tracks stock levels, spots shortages, and drafts purchase orders
YOU DO
Verify that specialty photonics parts match exact job specs before ordering
TASK 05
Recommend optical or optic equipment design or material changes to reduce costs or processing times.
AI DOES
Searches technical databases, compares material specs, and drafts lists of cost-saving design options
YOU DO
Validate suggestions against real lab conditions and supplier realities
TASK 06
Interpret or evaluate test results in accordance with applicable codes, standards, specifications, or procedures.
AI DOES
Cross-references readings against codes and highlights values outside acceptable ranges
YOU DO
Apply hands-on context and professional certification judgment to final accept/reject decisions
TASK 07
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.
AI DOES
Highlights anomalies in scan images and sensor readouts, and cross-references known defect patterns
YOU DO
Apply materials knowledge, judge borderline indications, and make safety-critical accept/reject calls
TASK 08
Assist engineers in the development of new products, fixtures, tools, or processes.
AI DOES
Searches technical literature, drafts design notes, and suggests process improvements
YOU DO
Build, test, and adjust real optical hardware in the lab
TASK 09
Perform diagnostic analyses of processing steps, using analytical or metrological tools, such as microscopy, profilometry, or ellipsometry devices.
AI DOES
Analyzes measurement data, spots patterns in readings, and flags results that look out of spec
YOU DO
Set up and operate the physical instruments, judge whether readings make sense in context, and decide next steps
TASK 10
Identify defects in concrete or other building materials, using thermal or infrared testing.
AI DOES
Analyzes thermal/infrared images to highlight anomalies and flag suspected defect zones
YOU DO
Physically scan the structure, judge site context, and confirm real defects from false signals
TASK 11
Identify defects in solid materials, using ultrasonic testing techniques.
AI DOES
Analyzes ultrasonic waveform patterns and flags anomalies in scan data
YOU DO
Place probes correctly, judge signal context, and make the final call on real defects
TASK 12
Map the presence of imperfections within objects, using sonic measurements.
AI DOES
Helps analyze waveform data and flag patterns that may indicate defects
YOU DO
Physically handle equipment, interpret complex signals in context, and make final safety calls
TASK 13
Develop or use new non-destructive testing methods, such as acoustic emission testing, leak testing, and thermal or infrared testing.
AI DOES
Analyzes sensor data, spots anomalies in readings, and helps research testing methods
YOU DO
Physically set up equipment, interpret ambiguous results in context, and decide what findings mean for safety
TASK 14
Test or perform failure analysis for optomechanical or optoelectrical products, according to test plans.
AI DOES
Helps interpret test data, flag anomalies, and suggest failure causes from results you enter
YOU DO
Physically set up equipment, run tests, and judge subtle real-world hardware behavior
TASK 15
Supervise or direct the work of non-destructive testing trainees or staff.
AI DOES
Drafts training materials, schedules, and performance checklists
YOU DO
Stay present on the floor and coach people in real time
TASK 16
Optimize photonic process parameters by making prototype or production devices.
AI DOES
Suggests parameter ranges, analyzes test data, and flags patterns in results
YOU DO
Handle physical devices, run equipment, and judge real-world outcomes in the lab
TASK 17
Build prototype optomechanical devices for use in equipment such as aerial cameras, gun sights, or telescopes.
AI DOES
Helps design schematics, suggests part tolerances, and flags potential alignment issues in CAD models
YOU DO
Physically assemble, align, and fine-tune delicate optical components with your hands and eyes
TASK 18
Examine structures or vehicles such as aircraft, trains, nuclear reactors, bridges, dams, and pipelines, using non-destructive testing techniques.
AI DOES
Helps read ultrasonic, radiographic, or eddy-current data and spots unusual patterns faster
YOU DO
Place the sensors, judge real-world conditions, and make the final safety call on site
TASK 19SOURCE-BACKED TASK
Compute or record photonic test data.
AI DOES
Processes raw measurements and generates initial reports
YOU DO
Interpret anomalies and validate results
About this analysis
33% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 20
Select, calibrate, or operate equipment used in the non-destructive testing of products or materials.
AI DOES
Suggests equipment settings, logs calibration data, and flags anomalies in test readings
YOU DO
Physically set up, position, and verify equipment on the actual part being tested
TASK 21SOURCE-BACKED TASK
Assist scientists or engineers in the conduct of photonic experiments.
AI DOES
Automates equipment control and data collection
YOU DO
Design experiments and interpret results
About this analysis
29% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 22
Set up or operate assembly or processing equipment, such as lasers, cameras, die bonders, wire bonders, dispensers, reflow ovens, soldering irons, die shears, wire pull testers, temperature or humidity chambers, or optical spectrum analyzers.
AI DOES
Helps monitor equipment readings, flag anomalies in sensor data, and guide setup steps via documentation
YOU DO
Keep your hands on the equipment and trust your trained judgment for physical adjustments
TASK 23
Repair or calibrate products, such as surgical lasers.
AI DOES
Looks up calibration specs, troubleshooting guides, and repair documentation
YOU DO
Trust your hands and eyes to physically align, measure, and verify the laser works safely
TASK 24SOURCE-BACKED TASK
Evaluate material properties, using radio astronomy, voltage and amperage measurement, or rheometric flow measurement.
AI DOES
Processes sensor data and suggests measurement patterns
YOU DO
Interpret results and validate findings
About this analysis
0% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

START LEARNING AI

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There are 24 short lessons for this job, about 15 minutes each. Each one starts from a task above and teaches the part that stays with you.

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AT A GLANCE

Occupation: Engineering Technologists and Technicians, Except Drafters, All Other
SOC code: 17-3029
Tasks reviewed: 24 of 40

How we assess

PAY & OUTLOOK

Compare pay by state

Median pay (national): $78,350 · BLS OEWS 2025
Median pay (Colorado): $76,110 · BLS OEWS 2025
Employed (national): 59,930
Employed in Colorado: 1,260
Job outlook: +1.5% by 2034 · ~5,700 openings/yr

Wages from the U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics. National figures cover the United States. Job outlook is national.

How does this fit your work?

Earn a certificate in your job

Your job, task by task.

Prepare reports on non-destructive testing results.

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

Document procedures, such as calibration of optical or fiber optic equipment.

Monitor inventory levels and order supplies as necessary.

Recommend optical or optic equipment design or material changes to reduce costs or processing times.

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.

Assist engineers in the development of new products, fixtures, tools, or processes.

Perform diagnostic analyses of processing steps, using analytical or metrological tools, such as microscopy, profilometry, or ellipsometry devices.

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

Identify defects in solid materials, using ultrasonic testing techniques.

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

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

Test or perform failure analysis for optomechanical or optoelectrical products, according to test plans.

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

Optimize photonic process parameters by making prototype or production devices.

Build prototype optomechanical devices for use in equipment such as aerial cameras, gun sights, or telescopes.

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

Compute or record photonic test data.

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

Assist scientists or engineers in the conduct of photonic experiments.

Set up or operate assembly or processing equipment, such as lasers, cameras, die bonders, wire bonders, dispensers, reflow ovens, soldering irons, die shears, wire pull testers, temperature or humidity chambers, or optical spectrum analyzers.

Repair or calibrate products, such as surgical lasers.

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

Practice AI.Use your judgment.

Practice AI.
Use your judgment.