Takeover Tracker

44%medium risk
Locomotive Engineers
vs

48 shared · 32 different

core competencies

Side-by-Side Comparison

MetricLocomotive EngineersPourers and Casters, Metal
Risk Score44.1%37.7%
Risk TierMedium RiskMedium Risk
Risk Percentile90th74th
Tasks at Risk (>50%)13 / 155 / 15
Median Salary$77,400$48,940
Employment32K6K

Skill Comparison

|

Sorted by largest difference

Transportation
Operating Vehicles, Mechanized Devices, or Equipment
Far Vision
Response Orientation
Controlling Machines and Processes
Reaction Time
Operation and Control
Selective Attention
Depth Perception
Evaluating Information to Determine Compliance with Standards
Spatial Orientation
Auditory Attention

Protective Factors

Higher values indicate stronger protection against AI displacement

Locomotive Engineers

28%

total discount

Pourers and Casters, Metal

27%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Locomotive Engineers

13 of 15 at risk
87%Prepare reports regarding any problems encountered, such as accidents, signaling problems, unscheduled stops, or delays.
86%Monitor gauges or meters that measure speed, amperage, battery charge, or air pressure in brakelines or in main reservoirs.
85%Check to ensure that brake examination tests are conducted at shunting stations.
85%Check to ensure that documentation, such as procedure manuals or logbooks, are in the driver's cab and available for staff use.
77%Interpret train orders, signals, or railroad rules and regulations that govern the operation of locomotives.

Pourers and Casters, Metal

5 of 15 at risk
84%Read temperature gauges and observe color changes, adjusting furnace flames, torches, or electrical heating units as necessary to melt metal to specifications.
63%Examine molds to ensure they are clean, smooth, and properly coated.
61%Transport metal ingots to storage areas, using forklifts.
59%Stencil identifying information on ingots and pigs, using special hand tools.
51%Turn valves to circulate water through cores, or spray water on filled molds to cool and solidify metal.

Wage Comparison

Pourers and Casters, Metal earns -$28,460(-37%) vs Locomotive Engineers
Locomotive EngineersPourers and Casters, Metal
10th
$60,980$37,250
25th
$73,410$41,410
Median
$77,400$48,940
75th
$84,230$59,850
90th
$100,690$68,030

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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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