Takeover Tracker

vs

59 shared · 12 different

core competencies

Side-by-Side Comparison

MetricRailroad Brake, Signal, and Switch OperatorsPackaging and Filling Machine Operators and Tenders
Risk Score38.2%47.5%
Risk TierMedium RiskMedium Risk
Risk Percentile76th95th
Tasks at Risk (>50%)5 / 1513 / 15
Median SalaryN/A$40,900
EmploymentN/A384K

Skill Comparison

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Sorted by largest difference

Transportation
Performing General Physical Activities
Identifying Objects, Actions, and Events
Far Vision
Getting Information
Evaluating Information to Determine Compliance with Standards
Inspecting Equipment, Structures, or Material
Documenting/Recording Information
Gross Body Equilibrium
MathematicsAI-Vulnerable
Monitor Processes, Materials, or Surroundings
Thinking Creatively

Protective Factors

Higher values indicate stronger protection against AI displacement

Railroad Brake, Signal, and Switch Operators

26%

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 Brake, Signal, and Switch Operators

5 of 15 at risk
86%Receive oral or written instructions from yardmasters or yard conductors indicating track assignments and cars to be switched.
86%Monitor oil, air, and steam pressure gauges, and make sure water levels are adequate.
76%Watch for and relay traffic signals to start and stop cars during shunting.
74%Observe signals from other crew members so that work activities can be coordinated.
59%Inspect tracks, cars, and engines for defects and to determine service needs, sending engines and cars for repairs as necessary.

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

Railroad Brake, Signal, and Switch OperatorsPackaging and Filling Machine Operators and Tenders
10th
N/A$31,890
25th
N/A$36,250
Median
N/A$40,900
75th
N/A$48,440
90th
N/A$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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