General maintenance and repair workers

What AI will never replace

These workers walk into a building with a vague complaint—'something smells weird on the third floor'—and physically trace the problem through walls, ceilings, and mechanical rooms to find a leaking condensate line behind drywall. They switch between plumbing, electrical, carpentry, and HVAC in a single shift, improvising fixes with whatever materials are on hand in buildings where nothing matches the original blueprints.

AI exposure: 2/10

The core of this occupation involves physical labor, manual dexterity, and real-time problem-solving in unpredictable physical environments, which are currently beyond the reach of AI and robotics. AI may assist with peripheral tasks like diagnosing equipment issues via computer vision or managing supply orders, but the primary work of repairing buildings and machinery remains a hands-on human requirement.

AI advantage: 3/10

The core of this role is physical labor and manual dexterity, which AI cannot perform. However, AI tools can significantly assist in troubleshooting complex mechanical issues via computer vision or diagnostic apps and streamline administrative tasks like cost estimation and supply ordering.

Job growth outlook: 6/10

AI-powered predictive maintenance and smart building sensors will increase the volume of identified repair needs, shifting the role from reactive fixing to proactive management. While AI cannot perform the physical labor, it will lower the barrier to entry for complex troubleshooting via augmented reality (AR) and AI assistants, expanding the range of tasks these generalists can perform without needing a specialist.

Career details

• Typical education: High school diploma or equivalent
• Median annual pay: $48,620
• 10-year outlook: As fast as average