Mostly Resilient

Last Update: 10/7/2026

AI Resilience Score for Auto & Watercraft Attendant:

52.7%

Median Score

Meaningful human contribution

Med

Long-term employer demand

Med

Sustained economic opportunity

Low

Our confidence in this score:
Medium

Methodology and Scoring Rationale

To score how resilient automotive and watercraft service attendant work is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from five AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, and OpenAI Signals. 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 auto and watercraft service attendants, seven of eight sources had data (Anthropic was the only gap). The AI exposure sources mostly agreed that hands-on fueling and vehicle checks stay human, though Will Robots Take My Job saw more risk. Demand is steady but pay and mobility are weaker, keeping confidence at medium and the label at "Mostly Resilient."

AI Resilience Report forAutomotive and Watercraft Service Attendants

$35,670 median salary•12,900 annual openings•SOC Code: 53-6031.00

Automotive and Watercraft Service Attendants 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 so much of the actual work still requires human hands, judgment, and physical presence in messy, unpredictable environments. Tasks like greasing joints, swapping out tires, hauling trash, and helping customers in real time are things robots still handle poorly, which keeps skilled attendants genuinely valuable.

Learn more about how you can thrive in this position

This role is mostly resilient

This career earns a "Mostly Resilient" label because so much of the actual work still requires human hands, judgment, and physical presence in messy, unpredictable environments. Tasks like greasing joints, swapping out tires, hauling trash, and helping customers in real time are things robots still handle poorly, which keeps skilled attendants genuinely valuable.

Read full analysis

Analysis of current AI resilience

Auto & Watercraft Attendant

Updated quarterly

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Latest AI news for Auto & Watercraft Attendant

These articles highlight that while AI may automate some tasks for Automotive and Watercraft Service Attendants, it is unlikely to fully replace their roles. For instance, "AI Exposure" notes that only 18.4% of their tasks can currently be automated, indicating a strong need for human skills. Moreover, "The Future of Auto Repair" emphasizes how AI is transforming vehicle inspection and maintenance, suggesting that service attendants will need to adapt and embrace new technologies. This shift offers opportunities for career growth and resilience in an evolving industry.

More Career Info

Career: Automotive and Watercraft Service Attendants

They keep vehicles and boats running smoothly by cleaning, fueling, and checking for minor issues.

Employment & Wage Data

Median Wage

$35,670

Jobs (2025)

102,400

Growth (2025-35)

+3.8%

Annual Openings

12,900

Education

No formal educational credential

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

90% ResilienceCore Task

Grease and lubricate vehicles or specified units, such as springs, universal joints, or steering knuckles, using grease guns or spray lubricants.

2

88% ResilienceCore Task

Rotate, test, and repair or replace tires.

3

85% ResilienceCore Task

Sell and install accessories, such as batteries, windshield wiper blades, fan belts, bulbs, or headlamps.

4

82% ResilienceCore Task

Perform minor repairs, such as adjusting brakes, replacing spark plugs, or changing engine oil or filters.

5

80% ResilienceSupplemental

Clean windshields.

6

78% ResilienceSupplemental

Test and charge batteries.

7

72% ResilienceCore Task

Check tire pressure and levels of fuel, motor oil, transmission, radiator, battery, or other fluids, adding air or fluids as required.

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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