Roustabouts, Oil and Gas vs Rail Car Repairers AI Risk

Job 1

Job 2

Job 1

Job 2

low risk

Roustabouts, Oil and Gas

53 shared · 14 different

core competencies

low risk

Rail Car Repairers

Side-by-Side Comparison

Rail Car Repairers leads 4–1

Metric	Roustabouts, Oil and Gas	Rail Car Repairers
Risk Score	24.0%	19.9%
Risk Tier	Low Risk	Low Risk
Risk Percentile	17th	6th
Tasks at Risk (>50%)	0 / 15	3 / 15
Median Salary	$47,510	$65,680
Employment	45K	18K

Skill Comparison

Sorted by largest difference

Repairing and Maintaining Mechanical Equipment

Inspecting Equipment, Structures, or Material

Repairing

Mechanical

Arm-Hand Steadiness

Troubleshooting

Equipment MaintenanceAI-Resistant

Monitor Processes, Materials, or Surroundings

Getting Information

Finger Dexterity

Operating Vehicles, Mechanized Devices, or Equipment

Handling and Moving Objects

Protective Factors

Higher values indicate stronger protection against AI displacement

Roustabouts, Oil and Gas

25%

total discount

Rail Car Repairers

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Rail Car Repairers

3 of 15 at risk

86%Record conditions of cars, and repair and maintenance work performed or to be performed.

53%Inspect the interior and exterior of rail cars coming into rail yards to identify defects and to determine the extent of wear and damage.

51%Inspect components such as bearings, seals, gaskets, wheels, and coupler assemblies to determine if repairs are needed.

45%Test units for operability before and after repairs.

45%Measure diameters of axle wheel seats, using micrometers, and mark dimensions on axles so that wheels can be bored to specified dimensions.

Wage Comparison

Rail Car Repairers earns +$18,170(+38%) vs Roustabouts, Oil and Gas

Roustabouts, Oil and GasRail Car Repairers

10th

$35,650$45,670

25th

$38,330$51,640

Median

$47,510$65,680

75th

$57,170$80,150

90th

$64,010$92,000

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Roustabouts, Oil and Gas2028–2035

Rail Car Repairers2028–2035

20242030203520402045

Rail Car Repairers has a longer runway before significant displacement, projected 0 years later than Roustabouts, Oil and Gas.

Risk-Adjusted Salary

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

Roustabouts, Oil and Gas

$36,093

from $47,510

Rail Car Repairers

$52,616

from $65,680

After adjusting for AI risk, Rail Car Repairers offers $16,523 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Roustabouts,

Unique to Rail

Combined Protection Strategy

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

Creativity

Fine Manipulation

Regulatory Barriers

Decision Complexity

Roustabouts, Oil and GasRail Car Repairers

Find transitions from Roustabouts, Oil and Gas Find transitions from Rail Car Repairers