Takeover Tracker

Side-by-Side Comparison

MetricPackaging and Filling Machine Operators and TendersSeparating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders
Risk Score47.5%39.3%
Risk TierMedium RiskMedium Risk
Risk Percentile95th78th
Tasks at Risk (>50%)13 / 158 / 15
Median Salary$40,900$49,500
Employment384K54K

Skill Comparison

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Sorted by largest difference

Judging the Qualities of Things, Services, or People
Customer and Personal Service
Updating and Using Relevant Knowledge
Gross Body Equilibrium
Near Vision

Protective Factors

Higher values indicate stronger protection against AI displacement

Packaging and Filling Machine Operators and Tenders

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

Packaging and Filling Machine Operators and Tenders

13 of 15 at risk
87%Regulate machine flow, speed, or temperature.
86%Observe machine operations to ensure quality and conformity of filled or packaged products to standards.
84%Monitor the production line, watching for problems such as pile-ups, jams, or glue that isn't sticking properly.
69%Package the product in the form in which it will be sent out, for example, filling bags with flour from a chute or spout.
67%Sort, grade, weigh, and inspect products, verifying and adjusting product weight or measurement to meet specifications.

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 +$8,600(+21%) vs Packaging and Filling Machine Operators and Tenders
Packaging and Filling Machine Operators and TendersSeparating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders
10th
$31,890$35,810
25th
$36,250$41,830
Median
$40,900$49,500
75th
$48,440$61,350
90th
$58,910$75,860

Premium Head-to-Head Analysis

Displacement Timeline Comparison

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

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

Risk-Adjusted Salary

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

Packaging and Filling Machine Operators and Tenders

$21,489

from $40,900

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

$30,051

from $49,500

After adjusting for AI risk, Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders offers $8,563 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Packaging

0

Unique to Separating,

Combined Protection Strategy

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

Social Intelligence
Regulatory Barriers
Creativity
Fine Manipulation
Packaging and Filling Machine Operators and TendersSeparating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders