Takeover Tracker

Side-by-Side Comparison

MetricGrinding and Polishing Workers, HandMultiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic
Risk Score37.8%38.1%
Risk TierMedium RiskMedium Risk
Risk Percentile75th75th
Tasks at Risk (>50%)6 / 155 / 15
Median Salary$41,690$46,060
Employment12K130K

Skill Comparison

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Sorted by largest difference

Mechanical
MathematicsAI-Vulnerable
Performing General Physical Activities
Design
Scheduling Work and Activities
Engineering and Technology
Controlling Machines and Processes

Protective Factors

Higher values indicate stronger protection against AI displacement

Grinding and Polishing Workers, Hand

25%

total discount

Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic

25%

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.

Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic

5 of 15 at risk
86%Write programs for computer numerical control (CNC) machines to cut metal and plastic materials.
84%Read blueprints or job orders to determine product specifications and tooling instructions and to plan operational sequences.
67%Compute data, such as gear dimensions or machine settings, applying knowledge of shop mathematics.
57%Inspect workpieces for defects, and measure workpieces to determine accuracy of machine operation, using rules, templates, or other measuring instruments.
53%Observe machine operation to detect workpiece defects or machine malfunctions, adjusting machines as necessary.

Wage Comparison

Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic earns +$4,370(+10%) vs Grinding and Polishing Workers, Hand
Grinding and Polishing Workers, HandMultiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic
10th
$32,120$34,130
25th
$36,660$38,320
Median
$41,690$46,060
75th
$48,410$56,220
90th
$57,250$72,850

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Grinding and Polishing Workers, Hand20282035
Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic20282035
20242030203520402045

Grinding and Polishing Workers, Hand has a longer runway before significant displacement, projected 0 years later than Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic.

Risk-Adjusted Salary

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

Grinding and Polishing Workers, Hand

$25,915

from $41,690

Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic

$28,511

from $46,060

After adjusting for AI risk, Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic offers $2,597 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Grinding

0

Unique to Multiple

Combined Protection Strategy

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

Fine Manipulation
Decision Complexity
Creativity
Social Intelligence
Grinding and Polishing Workers, HandMultiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic