Takeover Tracker
vs

54 shared · 14 different

core competencies

Side-by-Side Comparison

MetricOutdoor Power Equipment and Other Small Engine MechanicsEngine and Other Machine Assemblers
Risk Score21.9%38.2%
Risk TierLow RiskMedium Risk
Risk Percentile11th76th
Tasks at Risk (>50%)2 / 148 / 12
Median Salary$46,560$52,540
Employment34K38K

Skill Comparison

|

Sorted by largest difference

Repairing and Maintaining Mechanical Equipment
Handling and Moving Objects
Controlling Machines and Processes
Production and Processing
Mechanical
Equipment MaintenanceAI-Resistant
Repairing
Transportation
Troubleshooting
Interacting With Computers
Operating Vehicles, Mechanized Devices, or Equipment
Documenting/Recording Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Outdoor Power Equipment and Other Small Engine Mechanics

28%

total discount

Engine and Other Machine Assemblers

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Engine and Other Machine Assemblers

8 of 12 at risk
84%Read and interpret assembly blueprints or specifications manuals and plan assembly or building operations.
63%Lay out and drill, ream, tap, or cut parts for assembly.
61%Set up and operate metalworking machines, such as milling or grinding machines, to shape or fabricate parts.
60%Verify conformance of parts to stock lists or blueprints, using measuring instruments, such as calipers, gauges, or micrometers.
59%Inspect, operate, and test completed products to verify functioning, machine capabilities, or conformance to customer specifications.

Wage Comparison

Engine and Other Machine Assemblers earns +$5,980(+13%) vs Outdoor Power Equipment and Other Small Engine Mechanics
Outdoor Power Equipment and Other Small Engine MechanicsEngine and Other Machine Assemblers
10th
$33,600$37,950
25th
$38,260$42,790
Median
$46,560$52,540
75th
$56,080$70,050
90th
$64,540$74,300

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Outdoor Power Equipment and Other Small Engine Mechanics20282035
Engine and Other Machine Assemblers20282035
20242030203520402045

Outdoor Power Equipment and Other Small Engine Mechanics has a longer runway before significant displacement, projected 0 years later than Engine and Other Machine Assemblers.

Risk-Adjusted Salary

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

Outdoor Power Equipment and Other Small Engine Mechanics

$36,368

from $46,560

Engine and Other Machine Assemblers

$32,480

from $52,540

After adjusting for AI risk, Outdoor Power Equipment and Other Small Engine Mechanics offers $3,888 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Outdoor

0

Unique to Engine

Combined Protection Strategy

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

Decision Complexity
Regulatory Barriers
Creativity
Social Intelligence
Outdoor Power Equipment and Other Small Engine MechanicsEngine and Other Machine Assemblers