Takeover Tracker
vs

53 shared · 9 different

core competencies

Side-by-Side Comparison

MetricMaintenance Workers, MachineryEngine and Other Machine Assemblers
Risk Score29.7%38.2%
Risk TierMedium RiskMedium Risk
Risk Percentile37th76th
Tasks at Risk (>50%)10 / 158 / 12
Median Salary$60,500$52,540
Employment57K38K

Skill Comparison

|

Sorted by largest difference

Repairing and Maintaining Mechanical Equipment
Customer and Personal Service
Handling and Moving Objects
Equipment MaintenanceAI-Resistant
Repairing
Monitor Processes, Materials, or Surroundings
Organizing, Planning, and Prioritizing Work
Production and Processing
Mechanical

Protective Factors

Higher values indicate stronger protection against AI displacement

Maintenance Workers, Machinery

27%

total discount

Engine and Other Machine Assemblers

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Maintenance Workers, Machinery

10 of 15 at risk
88%Inventory and requisition machine parts, equipment, and other supplies so that stock can be maintained and replenished.
86%Read work orders and specifications to determine machines and equipment requiring repair or maintenance.
86%Record production, repair, and machine maintenance information.
61%Transport machine parts, tools, equipment, and other material between work areas and storage, using cranes, hoists, or dollies.
57%Set up and operate machines, and adjust controls to regulate operations.

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 -$7,960(-13%) vs Maintenance Workers, Machinery
Maintenance Workers, MachineryEngine and Other Machine Assemblers
10th
$40,080$37,950
25th
$48,600$42,790
Median
$60,500$52,540
75th
$72,260$70,050
90th
$83,560$74,300

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Maintenance Workers, Machinery20282035
Engine and Other Machine Assemblers20282035
20242030203520402045

Maintenance Workers, Machinery 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%)

Maintenance Workers, Machinery

$42,562

from $60,500

Engine and Other Machine Assemblers

$32,480

from $52,540

After adjusting for AI risk, Maintenance Workers, Machinery offers $10,082 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Maintenance

0

Unique to Engine

Combined Protection Strategy

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

Creativity
Fine Manipulation
Regulatory Barriers
Decision Complexity
Maintenance Workers, MachineryEngine and Other Machine Assemblers