Takeover Tracker
vs

49 shared · 9 different

core competencies

Side-by-Side Comparison

MetricGrinding and Polishing Workers, HandTool Grinders, Filers, and Sharpeners
Risk Score37.8%38.5%
Risk TierMedium RiskMedium Risk
Risk Percentile75th77th
Tasks at Risk (>50%)6 / 158 / 15
Median Salary$41,690$48,970
Employment12K6K

Skill Comparison

|

Sorted by largest difference

Scheduling Work and Activities
Repairing and Maintaining Mechanical Equipment
Controlling Machines and Processes
Mechanical
MathematicsAI-Vulnerable
Processing Information
Evaluating Information to Determine Compliance with Standards
Operation and Control
Getting Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Grinding and Polishing Workers, Hand

25%

total discount

Tool Grinders, Filers, and Sharpeners

27%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Grinding and Polishing Workers, Hand

6 of 15 at risk
89%Record product and processing data on specified forms.
85%Study blueprints or layouts to determine how to lay out workpieces or saw out templates.
81%Mark defects, such as knotholes, cracks, and splits, for repair.
77%Verify quality of finished workpieces by inspecting them, comparing them to templates, measuring their dimensions, or testing them in working machinery.
77%Measure and mark equipment, objects, or parts to ensure grinding and polishing standards are met.

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.

Wage Comparison

Tool Grinders, Filers, and Sharpeners earns +$7,280(+17%) vs Grinding and Polishing Workers, Hand
Grinding and Polishing Workers, HandTool Grinders, Filers, and Sharpeners
10th
$32,120$33,770
25th
$36,660$39,520
Median
$41,690$48,970
75th
$48,410$60,210
90th
$57,250$74,120

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Grinding and Polishing Workers, Hand20282035
Tool Grinders, Filers, and Sharpeners20282035
20242030203520402045

Grinding and Polishing Workers, Hand 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%)

Grinding and Polishing Workers, Hand

$25,915

from $41,690

Tool Grinders, Filers, and Sharpeners

$30,097

from $48,970

After adjusting for AI risk, Tool Grinders, Filers, and Sharpeners offers $4,182 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Grinding

0

Unique to Tool

Combined Protection Strategy

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

Decision Complexity
Regulatory Barriers
Social Intelligence
Creativity
Grinding and Polishing Workers, HandTool Grinders, Filers, and Sharpeners