Takeover Tracker

vs

56 shared · 6 different

core competencies

37%medium risk
Machinists

Side-by-Side Comparison

MetricTool Grinders, Filers, and SharpenersMachinists
Risk Score38.5%36.8%
Risk TierMedium RiskMedium Risk
Risk Percentile77th71th
Tasks at Risk (>50%)8 / 159 / 15
Median Salary$48,970$56,150
Employment6K299K

Skill Comparison

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Sorted by largest difference

Controlling Machines and Processes
Organizing, Planning, and Prioritizing Work
Design
Equipment MaintenanceAI-Resistant
MathematicsAI-Vulnerable
Inspecting Equipment, Structures, or Material

Protective Factors

Higher values indicate stronger protection against AI displacement

Tool Grinders, Filers, and Sharpeners

27%

total discount

Machinists

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Tool Grinders, Filers, and Sharpeners

8 of 15 at risk
84%Study blueprints or layouts of metal workpieces to determine grinding procedures, and to plan machine setups and operational sequences.
78%Compute numbers, widths, and angles of cutting tools, micrometers, scales, and gauges, and adjust tools to produce specified cuts.
76%Inspect dies to detect defects, assess wear, and verify specifications, using micrometers, steel gauge pins, and loupes.
61%Monitor machine operations to determine whether adjustments are necessary, stopping machines when problems occur.
59%Remove finished workpieces from machines and place them in boxes or on racks, setting aside pieces that are defective.

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 +$7,180(+15%) vs Tool Grinders, Filers, and Sharpeners
Tool Grinders, Filers, and SharpenersMachinists
10th
$33,770$38,100
25th
$39,520$46,250
Median
$48,970$56,150
75th
$60,210$64,910
90th
$74,120$78,760

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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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