Will AI replace aerospace engineering and operations technologists and technicians?

The biggest part of the day, “Test aircraft systems under simulated operational conditions”, is still entirely people's work, and so is every other task we checked: no AI use or robot deployment shows up for any of them yet. That reflects today's evidence and could change. BLS expects about 11.9% more of these jobs by 2035.

Time card for aerospace engineering and operations technologists and technicians showing a typical 8-hour shift: 8h done by people.
Each mark is 5 minutes of a typical shift for aerospace engineering and operations technologists and technicians, colored by who does that task today. Estimates from O*NET tasks and Anthropic Economic Index data. How it's made

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Operate, install, adjust, and maintain integrated computer/communications systems, consoles, simulators, and other data acquisition, test, and measurement instruments and equipment, which are used to launch, track, position, and evaluate air and space vehicles. May record and interpret test data.

Time card

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MineTask, by time spentHumanWith AIAIRobot
Test aircraft systems under simulated operational conditions, performing systems readiness tests and pre- and post-operational checkouts, to establish design or fabrication parameters.1h 20m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for aerospace engineering and operations technologists and technicians. How labels work
Inspect, diagnose, maintain, and operate test setups and equipment to detect malfunctions.1h 8m a shift · No AI or robot evidence found
Why this label?This is physical work, and no robot has been shown doing it yet. How labels work
Operate and calibrate computer systems and devices to comply with test requirements and to perform data acquisition and analysis.1h 2m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for aerospace engineering and operations technologists and technicians. How labels work
Record and interpret test data on parts, assemblies, and mechanisms.55m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Identify required data, data acquisition plans, and test parameters, setting up equipment to conform to these specifications.49m a shift · No AI or robot evidence found
Why this label?This is physical work, and no robot has been shown doing it yet. How labels work
Confer with engineering personnel regarding details and implications of test procedures and results.43m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Adjust, repair, or replace faulty components of test setups and equipment.37m a shift · No AI or robot evidence found
Why this label?This is physical work, and no robot has been shown doing it yet. How labels work
Fabricate and install parts and systems to be tested in test equipment, using hand tools, power tools, and test instruments.31m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for aerospace engineering and operations technologists and technicians. How labels work
Finish vehicle instrumentation and deinstrumentation.25m a shift · No AI or robot evidence found
Why this label?This is physical work, and no robot has been shown doing it yet. How labels work
Construct and maintain test facilities for aircraft parts and systems, according to specifications.18m a shift · No AI or robot evidence found
Why this label?This is physical work, and no robot has been shown doing it yet. How labels work
Design electrical and mechanical systems for avionic instrumentation applications.12m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work

Clock history

  1. 0m touchedFirst published: O*NET 30.1, Anthropic Economic Index (2025 usage and September 2026 robot study), BLS May 2025

When new data changes this clock, the date, the new numbers and the reason are logged here. Company news alone never moves the clock.

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Ask the clock

Will AI replace aerospace engineering and operations technologists and technicians?

Not on current evidence. Less than 30 minutes of a typical shift goes to tasks that AI or robots are doing today. The other 8h (100%) stays with people. Separately, BLS expects about 11.9% more of these jobs by 2035 (all jobs: +3.5%).

What can AI already do for aerospace engineering and operations technologists and technicians?

None of this job's tasks show regular AI use yet. That can mean the work is hands-on or in person, or simply that it rarely comes up in AI usage data.

Where do robots fit in?

Not in workplaces like this one, based on a 2026 review of robot deployments. 3 more tasks have only been done in factory setups built around the machine, so they stay with people here. For 5 physical tasks, no robot has shown it can do the work yet.

What still needs a person?

8h of a typical shift, or 100%, goes to tasks with no AI or robot evidence yet. No AI usage or robot deployment has shown up for these so far. The biggest:

  • Test aircraft systems under simulated operational conditions, performing systems readiness tests and pre- and post-operational checkouts, to establish design or fabrication parameters. (1h 20m a shift)
  • Inspect, diagnose, maintain, and operate test setups and equipment to detect malfunctions. (1h 8m a shift)
  • Operate and calibrate computer systems and devices to comply with test requirements and to perform data acquisition and analysis. (1h 2m a shift)
  • Record and interpret test data on parts, assemblies, and mechanisms. (55m a shift)
  • Identify required data, data acquisition plans, and test parameters, setting up equipment to conform to these specifications. (49m a shift)
Why is that work hard to automate?

Much of it comes down to where and how the work happens. In-person, hands-on and high-stakes work is where AI and robots have made the least headway so far. In the official O*NET survey of people in this job:

  • 78% use their hands on tools, objects or controls more than half the time
  • 72% talk face to face with others every day
  • 66% say a mistake would be very or extremely serious
Are employers still hiring aerospace engineering and operations technologists and technicians?

On Indeed, job postings in the Industrial Engineering sector are at 124% of their February 2020 level (all U.S. postings: 104%), up 38% from a year earlier, as of Oct 9, 2026. BLS separately expects about 1,100 openings a year in this job through 2035. Across all U.S. postings, 7.3% now mention AI skills. Sector postings cover more than this one job and move for many reasons besides AI.

How much do aerospace engineering and operations technologists and technicians make?

The median pay is about $82,890 a year ($39.85 an hour), 63% above the median for all U.S. jobs ($50,980). Most people in this job earn between $59,050 and $125,160 a year; that range covers the middle 80%. Pay figures are from BLS, May 2025, and vary a lot by state and employer. Pick a state to compare:

Is this job growing or shrinking?

BLS projects growth of 11.9% from 2025 to 2035, compared with 3.5% growth for all jobs. That's about 13,000 jobs in 2035. It expects about 1,100 openings a year, mostly from people retiring or changing careers. These projections don't single out AI as a cause.

How many aerospace engineering and operations technologists and technicians are there in the U.S.?

About 11,000 people in the U.S., roughly 0.01% of all workers (BLS, May 2025). That makes it the 650th largest of the 796 jobs on this site. BLS expects about 13,000 in 2035.

What training do aerospace engineering and operations technologists and technicians need?

The most common requirement is a post-secondary certificate: about 39% of people in the job said so in the official O*NET survey. O*NET rates the job at level 3 of 5 for preparation, which usually means: vocational school or associate's degree. Requirements vary by state and employer, especially for licensed work.

What should I learn to stay ahead of AI?

These come from the job's official skill ratings and from the tasks that AI and robots touch least today. Building them keeps you strong in the parts of the work that still need a person:

  • Skills that matter more here than in most jobs: Quality Control Analysis, Operations Monitoring, Troubleshooting, Repairing
  • Get strong at the parts of the job that stay with people (listed above), which take 8h of a typical shift
  • Tools employers list: Apache Hadoop, Atlassian JIRA, Autodesk AutoCAD, C++, Dassault Systemes SolidWorks
What new tasks are aerospace engineering and operations technologists and technicians taking on?

Yes. Occupational experts recently added these to the official task list, a sign of how the work itself is shifting. New tasks aren't rated for AI or robots yet:

  • Operate, test, and troubleshoot uncrewed aerial systems, commonly known as drones, to ensure optimal performance.
What other jobs could aerospace engineering and operations technologists and technicians move into?

These use similar skills. Matches come from 109 official ratings of skills, knowledge and work activities, and each needs the same or less preparation unless the official list relates the jobs directly:

  • Robotics Technicians (0m touched, $74k median pay)
  • Mechanical Engineering Technologists and Technicians (50m touched, $75k median pay)
  • Photonics Technicians (0m touched, $78k median pay)
  • Electrical and Electronic Engineering Technologists and Technicians (19m touched, $78k median pay)
  • Automotive Engineering Technicians (1h 17m touched, $75k median pay)
How solid are these numbers?

Each task carries its own evidence label. For this job: 11 with no AI or robot evidence found. The minutes per task are estimates, not measured hours, and "no evidence" doesn't prove a task is safe.

Tools in demand

  • Apache Hadoop
  • Atlassian JIRA
  • Autodesk AutoCAD
  • C++
  • Dassault Systemes SolidWorks
  • Extensible markup language XML
  • JavaScript
  • JUnit

Also called

Aerographer, Aerospace Assembler, Aerospace Engineering Technologist, Aerospace Mechanic, Aerospace Operations Technologist, Aerospace Physiological Technician, Aerospace Technician, Aircraft Research Mechanic, Altitude Chamber Technician, Avionics Installation Technician, Avionics Test Technician, Data Acquisition Technician, Engineering Specialist, Engineering Technician