Takeover Tracker
vs

63 shared · 10 different

core competencies

Side-by-Side Comparison

MetricRailroad Brake, Signal, and Switch OperatorsMetal-Refining Furnace Operators and Tenders
Risk Score38.2%44.2%
Risk TierMedium RiskMedium Risk
Risk Percentile76th90th
Tasks at Risk (>50%)5 / 157 / 15
Median SalaryN/A$55,770
EmploymentN/A20K

Skill Comparison

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Sorted by largest difference

Transportation
Evaluating Information to Determine Compliance with Standards
Far Vision
Performing General Physical Activities
Identifying Objects, Actions, and Events
Repairing and Maintaining Mechanical Equipment
Administration and Management
Operation Monitoring
Documenting/Recording Information
Inspecting Equipment, Structures, or Material

Protective Factors

Higher values indicate stronger protection against AI displacement

Railroad Brake, Signal, and Switch Operators

26%

total discount

Metal-Refining Furnace 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.

Metal-Refining Furnace Operators and Tenders

7 of 15 at risk
88%Record production data, and maintain production logs.
84%Observe air and temperature gauges or metal color and fluidity, and turn fuel valves or adjust controls to maintain required temperatures.
84%Observe operations inside furnaces, using television screens, to ensure that problems do not occur.
74%Draw smelted metal samples from furnaces or kettles for analysis, and calculate types and amounts of materials needed to ensure that materials meet specifications.
67%Regulate supplies of fuel and air, or control flow of electric current and water coolant to heat furnaces and adjust temperatures.

Wage Comparison

Railroad Brake, Signal, and Switch OperatorsMetal-Refining Furnace Operators and Tenders
10th
N/A$38,760
25th
N/A$46,550
Median
N/A$55,770
75th
N/A$65,070
90th
N/A$80,280

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Railroad Brake, Signal, and Switch Operators20282035
Metal-Refining Furnace Operators and Tenders20282035
20242030203520402045

Railroad Brake, Signal, and Switch Operators has a longer runway before significant displacement, projected 0 years later than Metal-Refining Furnace Operators and Tenders.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Railroad

0

Unique to Metal-Refining

Combined Protection Strategy

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

Regulatory Barriers
Fine Manipulation
Creativity
Social Intelligence
Railroad Brake, Signal, and Switch OperatorsMetal-Refining Furnace Operators and Tenders