Takeover Tracker
vs

46 shared · 13 different

core competencies

Side-by-Side Comparison

MetricRefuse and Recyclable Material CollectorsEngine and Other Machine Assemblers
Risk Score27.0%38.2%
Risk TierMedium RiskMedium Risk
Risk Percentile25th76th
Tasks at Risk (>50%)4 / 158 / 12
Median Salary$48,350$52,540
Employment139K38K

Skill Comparison

|

Sorted by largest difference

Transportation
Operating Vehicles, Mechanized Devices, or Equipment
Customer and Personal Service
Inspecting Equipment, Structures, or Material
Mechanical
Production and Processing
Visualization
Updating and Using Relevant Knowledge
Handling and Moving Objects
Evaluating Information to Determine Compliance with Standards
Identifying Objects, Actions, and Events
Arm-Hand Steadiness

Protective Factors

Higher values indicate stronger protection against AI displacement

Refuse and Recyclable Material Collectors

27%

total discount

Engine and Other Machine Assemblers

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Refuse and Recyclable Material Collectors

4 of 15 at risk
86%Fill out defective equipment reports.
73%Organize schedules for refuse collection.
59%Operate equipment that compresses collected refuse.
55%Check road or weather conditions to determine how routes will be affected.
49%Operate automated or semi-automated hoisting devices that raise refuse bins and dump contents into openings in truck bodies.

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 +$4,190(+9%) vs Refuse and Recyclable Material Collectors
Refuse and Recyclable Material CollectorsEngine and Other Machine Assemblers
10th
$31,810$37,950
25th
$38,330$42,790
Median
$48,350$52,540
75th
$61,010$70,050
90th
$75,200$74,300

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Refuse and Recyclable Material Collectors20282035
Engine and Other Machine Assemblers20282035
20242030203520402045

Refuse and Recyclable Material Collectors 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%)

Refuse and Recyclable Material Collectors

$35,310

from $48,350

Engine and Other Machine Assemblers

$32,480

from $52,540

After adjusting for AI risk, Refuse and Recyclable Material Collectors offers $2,830 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Refuse

0

Unique to Engine

Combined Protection Strategy

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

Fine Manipulation
Regulatory Barriers
Social Intelligence
Creativity
Refuse and Recyclable Material CollectorsEngine and Other Machine Assemblers