Takeover Tracker

vs

51 shared · 27 different

core competencies

Side-by-Side Comparison

MetricRailroad Conductors and YardmastersPackaging and Filling Machine Operators and Tenders
Risk Score40.4%47.5%
Risk TierMedium RiskMedium Risk
Risk Percentile82th95th
Tasks at Risk (>50%)8 / 1513 / 15
Median Salary$74,080$40,900
Employment43K384K

Skill Comparison

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Sorted by largest difference

Transportation
Thinking Creatively
Judging the Qualities of Things, Services, or People
Oral Expression
Critical ThinkingAI-Augmented
Oral Comprehension
Public Safety and Security
MonitoringAI-Augmented
Documenting/Recording Information
Far Vision
Getting Information
Problem Sensitivity

Protective Factors

Higher values indicate stronger protection against AI displacement

Railroad Conductors and Yardmasters

28%

total discount

Packaging and Filling Machine Operators and Tenders

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Railroad Conductors and Yardmasters

8 of 15 at risk
88%Keep records of the contents and destination of each train car, and make sure that cars are added or removed at proper points on routes.
88%Confirm routes and destination information for freight cars.
86%Receive information regarding train or rail problems from dispatchers or from electronic monitoring devices.
86%Receive instructions from dispatchers regarding trains' routes, timetables, and cargoes.
86%Review schedules, switching orders, way bills, and shipping records to obtain cargo loading and unloading information and to plan work.

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.

Wage Comparison

Packaging and Filling Machine Operators and Tenders earns -$33,180(-45%) vs Railroad Conductors and Yardmasters
Railroad Conductors and YardmastersPackaging and Filling Machine Operators and Tenders
10th
$53,490$31,890
25th
$63,480$36,250
Median
$74,080$40,900
75th
$82,060$48,440
90th
$103,350$58,910

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Head-to-head task automation timeline
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Career transition paths from each job
Risk-adjusted salary comparison
Combined protective factor strategy
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