Takeover Tracker

vs

42 shared · 8 different

core competencies

Side-by-Side Comparison

MetricEngine and Other Machine AssemblersHelpers--Production Workers
Risk Score38.2%39.5%
Risk TierMedium RiskMedium Risk
Risk Percentile76th79th
Tasks at Risk (>50%)8 / 1211 / 15
Median Salary$52,540$38,220
Employment38K167K

Skill Comparison

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Sorted by largest difference

Mechanical
Visualization
Production and Processing
Thinking Creatively
Quality Control Analysis
Flexibility of Closure
Updating and Using Relevant Knowledge
Controlling Machines and Processes

Protective Factors

Higher values indicate stronger protection against AI displacement

Engine and Other Machine Assemblers

26%

total discount

Helpers--Production Workers

23%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Helpers--Production Workers

11 of 15 at risk
86%Count finished products to determine if product orders are complete.
86%Measure amounts of products, lengths of extruded articles, or weights of filled containers to ensure conformance to specifications.
86%Mark or tag identification on parts.
86%Observe equipment operations so that malfunctions can be detected, and notify operators of any malfunctions.
67%Examine products to verify conformance to quality standards.

Wage Comparison

Helpers--Production Workers earns -$14,320(-27%) vs Engine and Other Machine Assemblers
Engine and Other Machine AssemblersHelpers--Production Workers
10th
$37,950$30,060
25th
$42,790$34,390
Median
$52,540$38,220
75th
$70,050$44,980
90th
$74,300$52,120

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Head-to-head task automation timeline
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Career transition paths from each job
Risk-adjusted salary comparison
Combined protective factor strategy
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Engine and Other Machine Assemblers: Not yetHelpers--Production Workers: Not yet