Takeover Tracker
35%medium risk
Automotive and Watercraft Service Attendants
vs

59 shared · 17 different

core competencies

22%low risk
Outdoor Power Equipment and Other Small Engine Mechanics

Side-by-Side Comparison

MetricAutomotive and Watercraft Service AttendantsOutdoor Power Equipment and Other Small Engine Mechanics
Risk Score34.6%21.9%
Risk TierMedium RiskLow Risk
Risk Percentile65th11th
Tasks at Risk (>50%)6 / 152 / 14
Median Salary$34,850$46,560
Employment98K34K

Skill Comparison

|

Sorted by largest difference

Repairing and Maintaining Mechanical Equipment
Customer and Personal Service
Performing for or Working Directly with the Public
Communicating with Persons Outside Organization
Troubleshooting
Administration and Management
Equipment MaintenanceAI-Resistant
MathematicsAI-Vulnerable
Repairing
Stamina
Sales and Marketing
Mechanical

Protective Factors

Higher values indicate stronger protection against AI displacement

Automotive and Watercraft Service Attendants

27%

total discount

Outdoor Power Equipment and Other Small Engine Mechanics

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Automotive and Watercraft Service Attendants

6 of 15 at risk
88%Prepare daily reports of fuel, oil, and accessory sales.
87%Collect cash payments from customers and make change or charge purchases to customers' credit cards and provide customers with receipts.
77%Order stock and price and shelve incoming goods.
69%Operate car washes.
61%Maintain customer records and follow up periodically with telephone, mail, or personal reminders of services due.

Outdoor Power Equipment and Other Small Engine Mechanics

2 of 14 at risk
86%Record repairs made, time spent, and parts used.
51%Test and inspect engines to determine malfunctions, to locate missing and broken parts, and to verify repairs, using diagnostic instruments.
47%Perform routine maintenance such as cleaning and oiling parts, honing cylinders, and tuning ignition systems.
47%Reassemble engines after repair or maintenance work is complete.
47%Remove engines from equipment, and position and bolt engines to repair stands.

Wage Comparison

Outdoor Power Equipment and Other Small Engine Mechanics earns +$11,710(+34%) vs Automotive and Watercraft Service Attendants
Automotive and Watercraft Service AttendantsOutdoor Power Equipment and Other Small Engine Mechanics
10th
$27,870$33,600
25th
$30,600$38,260
Median
$34,850$46,560
75th
$38,430$56,080
90th
$45,240$64,540

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Automotive and Watercraft Service Attendants2028–2035
Outdoor Power Equipment and Other Small Engine Mechanics2028–2035
20242030203520402045

Outdoor Power Equipment and Other Small Engine Mechanics has a longer runway before significant displacement, projected 0 years later than Automotive and Watercraft Service Attendants.

Risk-Adjusted Salary

Salary weighted by displacement risk: salary × (1 − risk%)

Automotive and Watercraft Service Attendants

$22,785

from $34,850

Outdoor Power Equipment and Other Small Engine Mechanics

$36,368

from $46,560

After adjusting for AI risk, Outdoor Power Equipment and Other Small Engine Mechanics offers $13,583 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Automotive

0

Unique to Outdoor

Combined Protection Strategy

Regardless of which path you choose, focus on these protective factors

Fine Manipulation
Regulatory Barriers
Creativity
Social Intelligence
Automotive and Watercraft Service AttendantsOutdoor Power Equipment and Other Small Engine Mechanics
Find transitions from Automotive and Watercraft Service AttendantsFind transitions from Outdoor Power Equipment and Other Small Engine Mechanics