Takeover Tracker

Side-by-Side Comparison

MetricMachinistsSeparating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders
Risk Score36.8%39.3%
Risk TierMedium RiskMedium Risk
Risk Percentile71th78th
Tasks at Risk (>50%)9 / 158 / 15
Median Salary$56,150$49,500
Employment299K54K

Skill Comparison

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Sorted by largest difference

MathematicsAI-Vulnerable
Monitor Processes, Materials, or Surroundings
Mechanical
Establishing and Maintaining Interpersonal Relationships
Identifying Objects, Actions, and Events
Gross Body Equilibrium
Controlling Machines and Processes
Repairing and Maintaining Mechanical Equipment

Protective Factors

Higher values indicate stronger protection against AI displacement

Machinists

26%

total discount

Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders

25%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders

8 of 15 at risk
86%Monitor material flow or instruments such as temperature or pressure gauges, indicators, or meters to ensure optimal processing conditions.
65%Test samples to determine viscosity, acidity, specific gravity, or degree of concentration, using test equipment such as viscometers, pH meters, or hydrometers.
57%Examine samples to verify qualities such as clarity, cleanliness, consistency, dryness, or texture.
57%Inspect machines or equipment for hazards, operating efficiency, malfunctions, wear, or leaks.
53%Set up or adjust machine controls to regulate conditions such as material flow, temperature, or pressure.

Wage Comparison

Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders earns -$6,650(-12%) vs Machinists
MachinistsSeparating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders
10th
$38,100$35,810
25th
$46,250$41,830
Median
$56,150$49,500
75th
$64,910$61,350
90th
$78,760$75,860

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Machinists20282035
Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders20282035
20242030203520402045

Machinists has a longer runway before significant displacement, projected 0 years later than Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders.

Risk-Adjusted Salary

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

Machinists

$35,492

from $56,150

Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders

$30,051

from $49,500

After adjusting for AI risk, Machinists offers $5,441 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Machinists

0

Unique to Separating,

Combined Protection Strategy

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

Creativity
Fine Manipulation
Regulatory Barriers
Decision Complexity
MachinistsSeparating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders