Aerospace engineering and operations technologists and technicians

What AI will never replace

Technicians physically crawl inside test chambers to install strain gauges on prototype wing assemblies, making real-time adjustments when a bracket doesn't fit the spec because the actual hardware deviates from the CAD model. They troubleshoot anomalies during live wind tunnel or engine tests—smelling overheated wiring, feeling abnormal vibrations, and making split-second decisions to abort a test before equipment is destroyed.

AI exposure: 5/10

This occupation involves a significant amount of physical labor, such as building test facilities, installing instruments, and maintaining hardware, which provides a buffer against AI automation. However, the role also includes substantial digital tasks like recording data, running computer simulations, and calibrating systems—areas where AI is rapidly improving and can significantly enhance productivity or automate data analysis.

AI advantage: 6/10

AI significantly enhances the knowledge-based aspects of this role, such as analyzing test data, programming simulations, and predictive maintenance of complex equipment. While physical tasks like installing parts and calibrating hardware limit the total automation potential, adopters can use AI to troubleshoot malfunctions faster and manage quality control documentation with much higher efficiency than non-adopters.

Job growth outlook: 8/10

AI is accelerating the design and simulation cycle for aircraft and spacecraft, leading to a higher volume of physical prototypes and complex systems that require human technicians for assembly, testing, and maintenance. Furthermore, AI-driven innovations in autonomous drones and satellite constellations are expanding the total market, creating a high demand for skilled technicians to manage the physical infrastructure that AI software controls.

Career details

• Typical education: Associate's degree
• Median annual pay: $79,830
• 10-year outlook: Much faster than average