Installation, Maintenance, and Repair · United States (national)
Recreational Vehicle Service Technicians
How exposed this work is to automation, shown as ranges with the reasoning and sources.
The short version: this role is moderately exposed to automation, and a near-term shift looks unlikely.
It is a sourced range, not a verdict, and the detail is below.
Built on O*NET tasks, BLS pay and projections, and peer-reviewed AI-exposure research. Sources shown.
Data snapshot SNAPSHOT-2026-11-06. How it works
AI / softwarerange 0.0 to 21.1
Physical / roboticsrange 52.6 to 76.6
When the change is likely
Largely unaffectedlocal demand growing
What to do about it
Use AI to outpace AI.
Strategies to protect your livelihood, most important first.
1
Stay sharp; urgency is low
This role looks durable. Keep your skills current and watch for shifts in your field.
2
Move up from the task to the system
Robotics targets the physical work. Shift toward supervising, maintaining, or programming the automation instead of competing with it.
3
Pivot toward Motorboat Mechanics and Service Technicians
It is skill-adjacent and less exposed (57.2 vs 65). A lateral move now beats a forced one later.
4
Build a financial buffer
Keep 6 to 12 months of expenses and diversify your income, so a disruption is a setback rather than a catastrophe.
5
Add a recognised credential
A certification or license raises the bar against automation and signals value in a tightening market.
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Which of my tasks are exposed
Explain proper operation of vehicle systems to customers.
100.0
Locate and repair frayed wiring, broken connections, or incorrect wiring, using ohmmeters, soldering irons, tape, or hand tools.
64.6
Repair plumbing or propane gas lines, using caulking compounds and plastic or copper pipe.
64.6
Confer with customers, read work orders, or examine vehicles needing repair to determine the nature and extent of damage.
100.0
Examine or test operation of parts or systems to ensure completeness of repairs.
100.0
Connect electrical systems to outside power sources, and activate switches to test the operation of appliances or light fixtures.
64.6
Connect water hoses to inlet pipes of plumbing systems, and test operation of toilets or sinks.
64.6
Inspect recreational vehicles to diagnose problems and perform necessary adjustment, repair, or overhaul.
100.0
Longer, orange bars are more automatable; short green bars are resistant.
What is driving my result
lowers risk
raises risk
Task: Explain proper operation of vehicle systems to customers.
Task: Confer with customers, read work orders, or examine vehicles needing repair to determine the nature and extent of damage.
Local demand is growing
Lower-risk adjacent roles
Motorboat Mechanics and Service Technicians
57.2
Outdoor Power Equipment and Other Small Engine Mechanics
57.3
Automotive Service Technicians and Mechanics
61.0
Electric Motor, Power Tool, and Related Repairers
63.2
A full, ranked mitigation plan is part of the paid tiers.
How this score is calculated
Map Recreational Vehicle Service Technicians to its standard O*NET task list (8 core tasks).
Score each task for AI/software exposure (Eloundou et al. 2023) and physical/robotics exposure (an O*NET work-context proxy), each 0 to 100.
The two axis scores are the task averages: AI 9.1, robotics 64.6.
The timeline comes from the higher axis (64.6), shifted for local demand (growing), and seniority. It is read against your remaining working years.
Ranges are about ±12 points. A backtest against real BLS employment change shows the risk ranking holds in aggregate, but individual outcomes are predicted weakly, so results are ranges, never a flat verdict.
Sources: O*NET, Eloundou et al. (2023), GPTs are GPTs, O*NET Work Context, BLS CPI-U, BLS OEWS.
Snapshot SNAPSHOT-2026-11-06. Full method and backtest on How it works.