Maintenance and Repair Workers, General and AI
Exposure scores
What does an AI score of 3/10 mean?
Low exposure — AI is unlikely to significantly change this occupation in the near term.
Maintenance and Repair Workers, General has low AI exposure and grew in recent years. This occupation relies on human-centered demand that AI cannot easily replicate.
What changes for Maintenance and Repair Workers, General?
The forecast starts from the national projection per occupation and adds AI and robotics as separate layers. The band of -5% to +10% matters more than the midpoint.
I build with AI. And I track what it does to work.
I'm Simon Janssen, CTO and management board member at HappyNurse. This map shows, occupation by occupation, what AI does to work, based on official labour-market data rather than hype. On LinkedIn I share what I see as a CTO: what AI is already taking over, what it isn't, and what that means for people.
Repair & Maintenance and AI
Maintenance and Repair Workers, General belongs to the Repair & Maintenance sector. This sector has an education level index of 2/4, indicating moderate formal education requirements. Occupations in Repair & Maintenance with high AI exposure tend to remain relatively stable as the work relies primarily on physical, interpersonal, or contextual skills.
Which AI tools are already making an impact?
AI as an asset
This occupation is not directly threatened by AI. The smartest move is to learn the AI tools that strengthen your work: not because you have to, but because it makes you more productive and valuable.
Personal development plan
Based on your sector (Repair & Maintenance) and AI exposure level, here are three concrete steps to future-proof your career.
Pinpoint issues faster and reduce time-to-fix by 30%
→ Augmentir, ServiceTitanAI ensures the right parts are in stock before you need them
→ ServiceTitan, ChatGPTAI optimizes routes and job assignments in real-time
→ ServiceTitan, Housecall Pro