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Updated: Feb 6

Evolving

Last Update: 11/21/2025

Your role’s AI Resilience Score is

54.8%

Median Score

Changing Fast

Evolving

Stable

Our confidence in this score:
Medium

What does this resilience result mean?

These roles are shifting as AI becomes part of everyday workflows. Expect new responsibilities and new opportunities.

AI Resilience Report for

Motorcycle Mechanics

They fix and maintain motorcycles by identifying problems, replacing parts, and ensuring the bikes run smoothly and safely.

Summary

The career of a motorcycle mechanic is labeled as "Evolving" because AI is starting to play a bigger role in helping mechanics diagnose problems faster and more accurately. While AI tools can analyze engine sounds and sensor data to guide technicians, the actual repair work—like replacing parts and talking with customers—still relies on human skills.

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Learn more about how you can thrive in this position

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More career info

Summary

The career of a motorcycle mechanic is labeled as "Evolving" because AI is starting to play a bigger role in helping mechanics diagnose problems faster and more accurately. While AI tools can analyze engine sounds and sensor data to guide technicians, the actual repair work—like replacing parts and talking with customers—still relies on human skills.

Read full analysis

Contributing Sources

AI Resilience

All scores are converted into percentiles showing where this career ranks among U.S. careers. For models that measure impact or risk, we flip the percentile (subtract it from 100) to derive resilience.

CareerVillage.org's AI Resilience Analysis

AI Task Resilience

Learn about this score
Evolving iconEvolving

50.2%

50.2%

Microsoft's Working with AI

AI Applicability

Learn about this score
Stable iconStable

84.0%

84.0%

Will Robots Take My Job

Automation Resilience

Learn about this score
Evolving iconEvolving

51.2%

51.2%

Medium Demand

Labor Market Outlook

We use BLS employment projections to complement the AI-focused assessments from other sources.

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Growth Rate (2024-34):

5.3%

Growth Percentile:

75.2%

Annual Openings:

1.5

Annual Openings Pct:

17.1%

Analysis of Current AI Resilience

Motorcycle Mechanics

Updated Quarterly • Last Update: 11/22/2025

Analysis
Suggested Actions
State of Automation

State of Automation & Augmentation

Motorcycle mechanics perform many hands-on tasks – like mounting tires, replacing parts, or taking engines apart and testing them. For example, the career database O*NET lists core duties such as “mount, balance, change, or check condition” of tires and “disassemble subassembly units and examine” parts [1]. Today, AI and computers mostly help with diagnostics rather than the physical work.

High-tech scanners and software can read engine sensors, code faults, or even listen to sounds from an engine. For instance, shops now use AI-driven diagnostic tools that process lots of data and guide technicians step-by-step [2] [2]. One real example is a carmaker’s app that records engine noise and compares it to normal sound patterns.

It then tells the technician which part might be failing [3] [3]. These tools act as a “digital assistant” in the shop bay [2]. However, tasks that require dexterity or judgment – like actually swapping in a new part, welding a frame, or talking with a customer – are still mostly done by humans.

So far, we don’t see true robots changing tires or rebuilding engines on motorcycles. Instead, AI is being used to augment the mechanic’s work by speeding up and improving diagnostics, while the hands-on repairs remain manual.

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AI Adoption

AI Adoption

Whether shops use new tools depends on cost, benefit, and trust. AI diagnostic systems and robots are often expensive, so small repair shops might adopt them more slowly [2]. On the plus side, experts note that using AI can make repairs quicker and more accurate.

Shops with smart diagnostics see “a faster, more precise diagnostic process” that boosts repair efficiency [2]. This efficiency can help pay for the tech in the long run. Also, as vehicles become more complex, shops face higher costs.

For example, fixing electric vehicles takes about 4 more labor-hours than older cars, and shop labor costs are roughly 30% higher [2]. This pressure may push some shops to invest in AI to save time. Socially and legally, using AI in mechanics seems acceptable as long as human technicians stay in control.

In summary, AI tools in motorcycle repair are likely to grow gradually: we’ll probably see more apps and smart scanners helping mechanics diagnose problems, but the core mechanical skills – wrench turning, part fitting, customer care – will stay powered by people for now [2] [2].

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More Career Info

Career: Motorcycle Mechanics

Employment & Wage Data

Median Wage

$47,200

Jobs (2024)

14,900

Growth (2024-34)

+5.3%

Annual Openings

1,500

Education

Postsecondary nondegree award

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2024-2034

Task-Level AI Resilience Scores

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

1

65% ResilienceCore Task

Repair or adjust motorcycle subassemblies, such as forks, transmissions, brakes, or drive chains, according to specifications.

2

65% ResilienceCore Task

Dismantle engines and repair or replace defective parts, such as magnetos, carburetors, or generators.

3

65% ResilienceCore Task

Remove cylinder heads and grind valves to scrape off carbon and replace defective valves, pistons, cylinders, or rings, using hand and power tools.

4

65% ResilienceCore Task

Repair or replace other parts, such as headlights, horns, handlebar controls, gasoline or oil tanks, starters, or mufflers.

5

65% ResilienceCore Task

Reassemble frames and reinstall engines after repairs.

6

65% ResilienceSupplemental

Hammer out dents and bends in frames and weld tears and breaks.

7

55% ResilienceCore Task

Replace defective parts, using hand tools, arbor presses, flexible power presses, or power tools.

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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