Takeover Tracker

Side-by-Side Comparison

MetricRailroad Brake, Signal, and Switch OperatorsSeparating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders
Risk Score38.2%39.3%
Risk TierMedium RiskMedium Risk
Risk Percentile76th78th
Tasks at Risk (>50%)5 / 158 / 15
Median SalaryN/A$49,500
EmploymentN/A54K

Skill Comparison

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Sorted by largest difference

Performing General Physical Activities
Identifying Objects, Actions, and Events
Inspecting Equipment, Structures, or Material
Evaluating Information to Determine Compliance with Standards
Estimating the Quantifiable Characteristics of Products, Events, or Information
Establishing and Maintaining Interpersonal Relationships
Far Vision
Coaching and Developing Others
Documenting/Recording Information
Customer and Personal Service
Updating and Using Relevant Knowledge
Judging the Qualities of Things, Services, or People

Protective Factors

Higher values indicate stronger protection against AI displacement

Railroad Brake, Signal, and Switch Operators

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

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.

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

Railroad Brake, Signal, and Switch OperatorsSeparating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders
10th
N/A$35,810
25th
N/A$41,830
Median
N/A$49,500
75th
N/A$61,350
90th
N/A$75,860

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Head-to-head task automation timeline
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Risk-adjusted salary comparison
Combined protective factor strategy
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Railroad Brake, Signal, and Switch Operators: Not yetSeparating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders: Not yet
Railroad Brake, Signal, and Switch Operators vs Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders AI Risk — Takeover Tracker