Mostly Resilient

Last Update: 11/4/2026

AI Resilience Score for Small Engine Mechanic:

51.0%

Median Score

Meaningful human contribution

Med

Long-term employer demand

Med

Sustained economic opportunity

Med

Our confidence in this score:
Medium

Methodology and Scoring Rationale

To score how resilient small engine mechanic work is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from six AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, OpenAI Signals, and Google ATLAS. We call this dimension Meaningful Human Contribution (MHC) and weight it at 40%.

Next, whether employers will keep hiring for this job over the long term. This dimension, which we call Long-term Employer Demand (LTE), is calculated from BLS data and weighted at 30%.

Last, whether pay and mobility will hold up. We use wage bill and adaptive capacity data from independent researchers (Althoff & Reichardt, 2026; Manning & Aguirre, 2026). We call this dimension Sustained Economic Opportunity (SEO) and weight it at 30%.

For small engine mechanics, eight of nine sources had data (Anthropic had none), and AI exposure was split: Microsoft and OpenAI Signals rated resilience high, while Will Robots Take My Job saw it as low. That disagreement, combined with medium demand and softer economic signals from Adaptive Capacity, keeps confidence at medium. The result is "Mostly Resilient."

AI Resilience Report forOutdoor Power Equipment and Other Small Engine Mechanics

$47,880 median salary•3,800 annual openings•SOC Code: 49-3053.00

Outdoor Power Equipment and Other Small Engine Mechanics are somewhat more resilient to AI impacts than most occupations, according to our analysis of 7 sources.

This career earns a "Mostly Resilient" label because the hands-on, physical work at its core, like pulling apart a carburetor, diagnosing a stubborn valve, or torquing bolts on a small engine, is exactly the kind of messy, unpredictable work that AI and robots struggle to handle. Every repair job is a little different, and that constant variety makes it very hard (and very expensive) to automate the actual wrenching.

Learn more about how you can thrive in this position

This role is mostly resilient

This career earns a "Mostly Resilient" label because the hands-on, physical work at its core, like pulling apart a carburetor, diagnosing a stubborn valve, or torquing bolts on a small engine, is exactly the kind of messy, unpredictable work that AI and robots struggle to handle. Every repair job is a little different, and that constant variety makes it very hard (and very expensive) to automate the actual wrenching.

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Analysis of current AI resilience

Small Engine Mechanic

Updated quarterly

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Latest AI news for Small Engine Mechanic

These articles highlight the resilience of careers in outdoor power equipment and small engine mechanics amid AI advancements. For instance, the "AI-Resilient Skilled Trades Jobs" article shows that small engine mechanics have a strong job outlook, with 3,500 annual openings and a robust wage of $47,880. On the other hand, while AI may augment roles like power generation equipment repairers, skilled technicians will remain essential for effective implementation, as noted in "Will AI Replace Maintenance Technicians?" This signifies a promising path where human expertise complements AI technology.

More Career Info

Career: Outdoor Power Equipment and Other Small Engine Mechanics

They fix and maintain equipment like lawnmowers and chainsaws, ensuring these machines work properly by diagnosing issues and making necessary repairs.

Alternate Titles

Mechanic · Outdoor Power Equipment Service Technician · Service Technician (Service Tech) · Chainsaw Technician · Golf Cart Mechanic · Lawnmower Repair Mechanic · Shop Mechanic · Small Engine Technician (Small Engine Tech)

Employment & Wage Data

Median Wage

$47,880

Jobs (2025)

38,300

Growth (2025-35)

+2.3%

Annual Openings

3,800

Education

High school diploma or equivalent

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2025-2035

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

96% ResilienceCore Task

Repair and maintain gasoline engines used to power equipment such as portable saws, lawn mowers, generators, and compressors.

2

96% ResilienceCore Task

Repair or replace defective parts such as magnetos, water pumps, gears, pistons, and carburetors, using hand tools.

3

96% ResilienceCore Task

Remove engines from equipment, and position and bolt engines to repair stands.

4

95% ResilienceCore Task

Reassemble engines after repair or maintenance work is complete.

5

95% ResilienceCore Task

Perform routine maintenance such as cleaning and oiling parts, honing cylinders, and tuning ignition systems.

6

95% ResilienceCore Task

Dismantle engines, using hand tools, and examine parts for defects.

7

95% ResilienceCore Task

Replace motors.

Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

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