Takeover Tracker
vs

44 shared · 9 different

core competencies

37%medium risk
Machinists

Side-by-Side Comparison

MetricMilling and Planing Machine Setters, Operators, and Tenders, Metal and PlasticMachinists
Risk Score41.6%36.8%
Risk TierMedium RiskMedium Risk
Risk Percentile84th71th
Tasks at Risk (>50%)7 / 159 / 15
Median Salary$48,310$56,150
Employment14K299K

Skill Comparison

|

Sorted by largest difference

MathematicsAI-Vulnerable
Thinking Creatively
Repairing and Maintaining Mechanical Equipment
Performing General Physical Activities
Design
Making Decisions and Solving Problems
Communicating with Supervisors, Peers, or Subordinates
Mechanical
Processing Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic

24%

total discount

Machinists

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic

7 of 15 at risk
88%Compute dimensions, tolerances, and angles of workpieces or machines, according to specifications and knowledge of metal properties and shop mathematics.
88%Record production output.
86%Select cutting speeds, feed rates, and depths of cuts, applying knowledge of metal properties and shop mathematics.
84%Study blueprints, layouts, sketches, or work orders to assess workpiece specifications and to determine tooling instructions, tools and materials needed, and sequences of operations.
57%Observe milling or planing machine operation and adjust controls to ensure conformance with specified tolerances.

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 +$7,840(+16%) vs Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic
Milling and Planing Machine Setters, Operators, and Tenders, Metal and PlasticMachinists
10th
$36,810$38,100
25th
$41,650$46,250
Median
$48,310$56,150
75th
$61,290$64,910
90th
$75,000$78,760

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic20282035
Machinists20282035
20242030203520402045

Machinists has a longer runway before significant displacement, projected 0 years later than Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic.

Risk-Adjusted Salary

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

Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic

$28,203

from $48,310

Machinists

$35,492

from $56,150

After adjusting for AI risk, Machinists offers $7,289 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Milling

0

Unique to Machinists

Combined Protection Strategy

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

Creativity
Fine Manipulation
Decision Complexity
Social Intelligence
Milling and Planing Machine Setters, Operators, and Tenders, Metal and PlasticMachinists