Takeover Tracker
vs

53 shared · 4 different

core competencies

37%medium risk
Machinists

Side-by-Side Comparison

MetricEngine and Other Machine AssemblersMachinists
Risk Score38.2%36.8%
Risk TierMedium RiskMedium Risk
Risk Percentile76th71th
Tasks at Risk (>50%)8 / 129 / 15
Median Salary$52,540$56,150
Employment38K299K

Skill Comparison

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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

Engine and Other Machine Assemblers

26%

total discount

Machinists

26%

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.

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.

Wage Comparison

Machinists earns +$3,610(+7%) vs Engine and Other Machine Assemblers
Engine and Other Machine AssemblersMachinists
10th
$37,950$38,100
25th
$42,790$46,250
Median
$52,540$56,150
75th
$70,050$64,910
90th
$74,300$78,760

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Engine and Other Machine Assemblers2028–2035
Machinists2028–2035
20242030203520402045

Machinists 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%)

Engine and Other Machine Assemblers

$32,480

from $52,540

Machinists

$35,492

from $56,150

After adjusting for AI risk, Machinists offers $3,012 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Engine

0

Unique to Machinists

Combined Protection Strategy

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

Creativity
Fine Manipulation
Decision Complexity
Regulatory Barriers
Engine and Other Machine AssemblersMachinists
Engine and Other Machine Assemblers vs Machinists AI Risk — Takeover Tracker