Takeover Tracker

37%medium risk
Machinists
vs

53 shared · 4 different

core competencies

Side-by-Side Comparison

MetricMachinistsEngine and Other Machine Assemblers
Risk Score36.8%38.2%
Risk TierMedium RiskMedium Risk
Risk Percentile71th76th
Tasks at Risk (>50%)9 / 158 / 12
Median Salary$56,150$52,540
Employment299K38K

Skill Comparison

|

Sorted by largest difference

MathematicsAI-Vulnerable
Handling and Moving Objects
Customer and Personal Service
Rate Control

Protective Factors

Higher values indicate stronger protection against AI displacement

Machinists

26%

total discount

Engine and Other Machine Assemblers

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Machinists

9 of 15 at risk
86%Program computers or electronic instruments, such as numerically controlled machine tools.
84%Study sample parts, blueprints, drawings, or engineering information to determine methods or sequences of operations needed to fabricate products.
70%Calculate dimensions or tolerances, using instruments such as micrometers or vernier calipers.
63%Monitor the feed and speed of machines during the machining process.
57%Measure, examine, or test completed units to check for defects and ensure conformance to specifications, using precision instruments, such as micrometers.

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 -$3,610(-6%) vs Machinists
MachinistsEngine and Other Machine Assemblers
10th
$38,100$37,950
25th
$46,250$42,790
Median
$56,150$52,540
75th
$64,910$70,050
90th
$78,760$74,300

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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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