Takeover Tracker

37%medium risk
Machinists
vs

52 shared · 10 different

core competencies

Side-by-Side Comparison

MetricMachinistsMaintenance Workers, Machinery
Risk Score36.8%29.7%
Risk TierMedium RiskMedium Risk
Risk Percentile71th37th
Tasks at Risk (>50%)9 / 1510 / 15
Median Salary$56,150$60,500
Employment299K57K

Skill Comparison

|

Sorted by largest difference

Repairing and Maintaining Mechanical Equipment
Equipment MaintenanceAI-Resistant
Repairing
Repairing and Maintaining Electronic Equipment
MathematicsAI-Vulnerable
Monitor Processes, Materials, or Surroundings
Performing General Physical Activities
Mechanical
Processing Information
Troubleshooting

Protective Factors

Higher values indicate stronger protection against AI displacement

Machinists

26%

total discount

Maintenance Workers, Machinery

27%

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.

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.

Wage Comparison

Maintenance Workers, Machinery earns +$4,350(+8%) vs Machinists
MachinistsMaintenance Workers, Machinery
10th
$38,100$40,080
25th
$46,250$48,600
Median
$56,150$60,500
75th
$64,910$72,260
90th
$78,760$83,560

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Head-to-head task automation timeline
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Combined protective factor strategy
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