Takeover Tracker
vs

65 shared · 11 different

core competencies

Side-by-Side Comparison

MetricPaper Goods Machine Setters, Operators, and TendersCooling and Freezing Equipment Operators and Tenders
Risk Score37.5%43.0%
Risk TierMedium RiskMedium Risk
Risk Percentile74th87th
Tasks at Risk (>50%)7 / 1513 / 15
Median Salary$49,390$40,160
Employment97K7K

Skill Comparison

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Sorted by largest difference

Documenting/Recording Information
Operating Vehicles, Mechanized Devices, or Equipment
Interacting With Computers
Repairing and Maintaining Electronic Equipment
Repairing and Maintaining Mechanical Equipment
Customer and Personal Service
Evaluating Information to Determine Compliance with Standards
Repairing
Administration and Management
Performing General Physical Activities
Interpreting the Meaning of Information for Others

Protective Factors

Higher values indicate stronger protection against AI displacement

Paper Goods Machine Setters, Operators, and Tenders

26%

total discount

Cooling and Freezing Equipment Operators and Tenders

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Paper Goods Machine Setters, Operators, and Tenders

7 of 15 at risk
61%Stamp products with information such as dates, using hand stamps or automatic stamping devices.
61%Remove finished cores, and stack or place them on conveyors for transfer to other work areas.
59%Start machines and move controls to regulate tension on pressure rolls, to synchronize speed of machine components, and to adjust temperatures of glue or paraffin.
57%Examine completed work to detect defects and verify conformance to work orders, and adjust machinery as necessary to correct production problems.
57%Observe operation of various machines to detect and correct machine malfunctions such as improper forming, glue flow, or pasteboard tension.

Cooling and Freezing Equipment Operators and Tenders

13 of 15 at risk
86%Record temperatures, amounts of materials processed, or test results on report forms.
84%Sample and test product characteristics such as specific gravity, acidity, and sugar content, using hydrometers, pH meters, or refractometers.
69%Weigh packages and adjust freezer air valves or switches on filler heads to obtain specified amounts of product in each container.
67%Monitor pressure gauges, ammeters, flowmeters, thermometers, or products, and adjust controls to maintain specified conditions, such as feed rate, product consistency, temperature, air pressure, and machine speed.
67%Read dials and gauges on panel control boards to ascertain temperatures, alkalinities, and densities of mixtures, and turn valves to obtain specified mixtures.

Wage Comparison

Cooling and Freezing Equipment Operators and Tenders earns -$9,230(-19%) vs Paper Goods Machine Setters, Operators, and Tenders
Paper Goods Machine Setters, Operators, and TendersCooling and Freezing Equipment Operators and Tenders
10th
$36,610$33,710
25th
$43,520$36,150
Median
$49,390$40,160
75th
$59,220$49,150
90th
$68,640$62,760

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Paper Goods Machine Setters, Operators, and Tenders20282035
Cooling and Freezing Equipment Operators and Tenders20282035
20242030203520402045

Paper Goods Machine Setters, Operators, and Tenders has a longer runway before significant displacement, projected 0 years later than Cooling and Freezing Equipment Operators and Tenders.

Risk-Adjusted Salary

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

Paper Goods Machine Setters, Operators, and Tenders

$30,844

from $49,390

Cooling and Freezing Equipment Operators and Tenders

$22,907

from $40,160

After adjusting for AI risk, Paper Goods Machine Setters, Operators, and Tenders offers $7,937 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Paper

0

Unique to Cooling

Combined Protection Strategy

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

Decision Complexity
Creativity
Regulatory Barriers
Fine Manipulation
Paper Goods Machine Setters, Operators, and TendersCooling and Freezing Equipment Operators and Tenders