Aerospace Engineering and Operations Technologists and Technicians.

This job has 11 core tasks. We went through 7 of them, one at a time.

Task by task, from the work Aerospace Engineering and Operations Technologists and Technicians 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.

1. TASK 01

   Record and interpret test data on parts, assemblies, and mechanisms.

   AI DOES

   Logs sensor data, spots anomalies, and generates summary reports

   YOU DO

   Apply hands-on context and engineering judgment to interpret what the data means for safety and next steps

2. TASK 02

   Operate and calibrate computer systems and devices to comply with test requirements and to perform data acquisition and analysis.

   AI DOES

   Processes test data, spots patterns, and suggests calibration adjustments

   YOU DO

   Physically verify equipment, apply judgment on safety-critical deviations, and take hands-on corrective action

3. TASK 03

   Design electrical and mechanical systems for avionic instrumentation applications.

   AI DOES

   Generates initial circuit layouts, suggests component specs, and checks design math

   YOU DO

   Validate safety requirements, apply aviation certification standards, and approve final designs

4. TASK 04

   Identify required data, data acquisition plans, and test parameters, setting up equipment to conform to these specifications.

   AI DOES

   Suggests test parameters, pulls reference specs, and drafts data acquisition plans from standards documents

   YOU DO

   Verify equipment setup in person and apply hands-on judgment about real hardware conditions

5. TASK 05

   Confer with engineering personnel regarding details and implications of test procedures and results.

   AI DOES

   Summarizes test results and drafts discussion points before the meeting

   YOU DO

   Read the room, ask follow-up questions, and make real-time engineering calls

6. TASK 06

   Test aircraft systems under simulated operational conditions, performing systems readiness tests and pre- and post-operational checkouts, to establish design or fabrication parameters.

   AI DOES

   Analyzes sensor data, flags anomalies, and helps document test results

   YOU DO

   Run the physical tests, make safety calls, and verify real-world system behavior

7. TASK 07

   Inspect, diagnose, maintain, and operate test setups and equipment to detect malfunctions.

   AI DOES

   Analyzes diagnostic data and suggests likely fault causes

   YOU DO

   Physically inspect hardware, operate equipment, and make safety calls on the spot