Locomotive Engineers vs Pourers and Casters, Metal AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Locomotive Engineers

48 shared · 32 different

core competencies

medium risk

Pourers and Casters, Metal

Side-by-Side Comparison

Pourers and Casters, Metal leads 4–1

Metric	Locomotive Engineers	Pourers and Casters, Metal
Risk Score	44.1%	37.7%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	90th	74th
Tasks at Risk (>50%)	13 / 15	5 / 15
Median Salary	$77,400	$48,940
Employment	32K	6K

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

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Locomotive Engineers2028–2035

Pourers and Casters, Metal2028–2035

20242030203520402045

Pourers and Casters, Metal has a longer runway before significant displacement, projected 0 years later than Locomotive Engineers.

Risk-Adjusted Salary

Salary weighted by displacement risk: salary × (1 − risk%)

Locomotive Engineers

$43,282

from $77,400

Pourers and Casters, Metal

$30,475

from $48,940

After adjusting for AI risk, Locomotive Engineers offers $12,807 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Locomotive

Unique to Pourers

Combined Protection Strategy

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

Decision Complexity

Fine Manipulation

Social Intelligence

Regulatory Barriers

Locomotive EngineersPourers and Casters, Metal

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