Takeover Tracker
vs

57 shared · 19 different

core competencies

Side-by-Side Comparison

MetricRail-Track Laying and Maintenance Equipment OperatorsRoustabouts, Oil and Gas
Risk Score29.8%24.0%
Risk TierMedium RiskLow Risk
Risk Percentile38th17th
Tasks at Risk (>50%)4 / 150 / 15
Median Salary$67,370$47,510
Employment16K45K

Skill Comparison

|

Sorted by largest difference

Coordinating the Work and Activities of Others
Making Decisions and Solving Problems
Organizing, Planning, and Prioritizing Work
Repairing and Maintaining Mechanical Equipment
Operating Vehicles, Mechanized Devices, or Equipment
Building and Construction
Guiding, Directing, and Motivating Subordinates
Updating and Using Relevant Knowledge
Inspecting Equipment, Structures, or Material
Handling and Moving Objects
Transportation
Reaction Time

Protective Factors

Higher values indicate stronger protection against AI displacement

Rail-Track Laying and Maintenance Equipment Operators

28%

total discount

Roustabouts, Oil and Gas

25%

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.

Roustabouts, Oil and Gas

0 of 15 at risk
49%Unscrew or tighten pipes, casing, tubing, and pump rods, using hand and power wrenches and tongs.
49%Move pipes to and from trucks, using truck winches and motorized lifts, or by hand.
49%Dig drainage ditches around wells and storage tanks.
47%Clean trucks used in the fields.
45%Keep pipe deck and main deck areas clean and tidy.

Wage Comparison

Roustabouts, Oil and Gas earns -$19,860(-29%) vs Rail-Track Laying and Maintenance Equipment Operators
Rail-Track Laying and Maintenance Equipment OperatorsRoustabouts, Oil and Gas
10th
$45,720$35,650
25th
$51,630$38,330
Median
$67,370$47,510
75th
$79,330$57,170
90th
$84,840$64,010

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Rail-Track Laying and Maintenance Equipment Operators20282035
Roustabouts, Oil and Gas20282035
20242030203520402045

Roustabouts, Oil and Gas has a longer runway before significant displacement, projected 0 years later than Rail-Track Laying and Maintenance Equipment Operators.

Risk-Adjusted Salary

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

Rail-Track Laying and Maintenance Equipment Operators

$47,267

from $67,370

Roustabouts, Oil and Gas

$36,093

from $47,510

After adjusting for AI risk, Rail-Track Laying and Maintenance Equipment Operators offers $11,173 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 Roustabouts,

Combined Protection Strategy

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

Decision Complexity
Creativity
Social Intelligence
Fine Manipulation
Rail-Track Laying and Maintenance Equipment OperatorsRoustabouts, Oil and Gas