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

|

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

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Tool Grinders, Filers, and Sharpeners20282035
Machinists20282035
20242030203520402045

Machinists has a longer runway before significant displacement, projected 0 years later than Tool Grinders, Filers, and Sharpeners.

Risk-Adjusted Salary

Salary weighted by displacement risk: salary × (1 − risk%)

Tool Grinders, Filers, and Sharpeners

$30,097

from $48,970

Machinists

$35,492

from $56,150

After adjusting for AI risk, Machinists offers $5,395 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Tool

0

Unique to Machinists

Combined Protection Strategy

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

Fine Manipulation
Creativity
Regulatory Barriers
Social Intelligence
Tool Grinders, Filers, and SharpenersMachinists
Tool Grinders, Filers, and Sharpeners vs Machinists AI Risk — Takeover Tracker