Takeover Tracker
vs

68 shared · 10 different

core competencies

Side-by-Side Comparison

MetricRail Car RepairersDerrick Operators, Oil and Gas
Risk Score19.9%34.7%
Risk TierLow RiskMedium Risk
Risk Percentile6th65th
Tasks at Risk (>50%)3 / 157 / 15
Median Salary$65,680$62,740
Employment18K11K

Skill Comparison

|

Sorted by largest difference

Evaluating Information to Determine Compliance with Standards
Inspecting Equipment, Structures, or Material
Oral Expression
English Language
Management of Personnel Resources
Repairing and Maintaining Mechanical Equipment
Operation Monitoring
Thinking Creatively
MathematicsAI-Vulnerable
Rate Control

Protective Factors

Higher values indicate stronger protection against AI displacement

Rail Car Repairers

26%

total discount

Derrick Operators, Oil and Gas

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Derrick Operators, Oil and Gas

7 of 15 at risk
84%Control the viscosity and weight of the drilling fluid.
84%Prepare mud reports, and instruct crews about the handling of any chemical additives.
67%Start pumps that circulate mud through drill pipes and boreholes to cool drill bits and flush out drill cuttings.
65%Listen to mud pumps and check regularly for vibration and other problems to ensure that rig pumps and drilling mud systems are working properly.
65%Guide lengths of pipe into and out of elevators.

Wage Comparison

Derrick Operators, Oil and Gas earns -$2,940(-4%) vs Rail Car Repairers
Rail Car RepairersDerrick Operators, Oil and Gas
10th
$45,670$42,930
25th
$51,640$49,440
Median
$65,680$62,740
75th
$80,150$72,820
90th
$92,000$84,620

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Rail Car Repairers20282035
Derrick Operators, Oil and Gas20282035
20242030203520402045

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

Risk-Adjusted Salary

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

Rail Car Repairers

$52,616

from $65,680

Derrick Operators, Oil and Gas

$40,975

from $62,740

After adjusting for AI risk, Rail Car Repairers offers $11,641 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Rail

0

Unique to Derrick

Combined Protection Strategy

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

Regulatory Barriers
Social Intelligence
Creativity
Fine Manipulation
Rail Car RepairersDerrick Operators, Oil and Gas