Takeover Tracker
30%medium risk
Rail-Track Laying and Maintenance Equipment Operators
vs

74 shared · 7 different

core competencies

44%medium risk
Metal-Refining Furnace Operators and Tenders

Side-by-Side Comparison

MetricRail-Track Laying and Maintenance Equipment OperatorsMetal-Refining Furnace Operators and Tenders
Risk Score29.8%44.2%
Risk TierMedium RiskMedium Risk
Risk Percentile38th90th
Tasks at Risk (>50%)4 / 157 / 15
Median Salary$67,370$55,770
Employment16K20K

Skill Comparison

|

Sorted by largest difference

Transportation
Production and Processing
Operating Vehicles, Mechanized Devices, or Equipment
Far Vision
Updating and Using Relevant Knowledge
Repairing and Maintaining Mechanical Equipment
Organizing, Planning, and Prioritizing Work

Protective Factors

Higher values indicate stronger protection against AI displacement

Rail-Track Laying and Maintenance Equipment Operators

28%

total discount

Metal-Refining Furnace Operators and Tenders

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Rail-Track Laying and Maintenance Equipment Operators

4 of 15 at risk
84%Observe leveling indicator arms to verify levelness and alignment of tracks.
57%Adjust controls of machines that spread, shape, raise, level, or align track, according to specifications.
55%Engage mechanisms that lay tracks or rails to specified gauges.
53%Clean, grade, or level ballast on railroad tracks.
49%Operate single- or multiple-head spike driving machines to drive spikes into ties and secure rails.

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

Metal-Refining Furnace Operators and Tenders earns -$11,600(-17%) vs Rail-Track Laying and Maintenance Equipment Operators
Rail-Track Laying and Maintenance Equipment OperatorsMetal-Refining Furnace Operators and Tenders
10th
$45,720$38,760
25th
$51,630$46,550
Median
$67,370$55,770
75th
$79,330$65,070
90th
$84,840$80,280

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Rail-Track Laying and Maintenance Equipment Operators2028–2035
Metal-Refining Furnace Operators and Tenders2028–2035
20242030203520402045

Rail-Track Laying and Maintenance Equipment Operators has a longer runway before significant displacement, projected 0 years later than Metal-Refining Furnace Operators and Tenders.

Risk-Adjusted Salary

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

Rail-Track Laying and Maintenance Equipment Operators

$47,267

from $67,370

Metal-Refining Furnace Operators and Tenders

$31,120

from $55,770

After adjusting for AI risk, Rail-Track Laying and Maintenance Equipment Operators offers $16,147 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Rail-Track

0

Unique to Metal-Refining

Combined Protection Strategy

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

Regulatory Barriers
Decision Complexity
Creativity
Fine Manipulation
Rail-Track Laying and Maintenance Equipment OperatorsMetal-Refining Furnace Operators and Tenders
Find transitions from Rail-Track Laying and Maintenance Equipment OperatorsFind transitions from Metal-Refining Furnace Operators and Tenders