Takeover Tracker
vs

68 shared · 10 different

core competencies

Side-by-Side Comparison

MetricDerrick Operators, Oil and GasRail Car Repairers
Risk Score34.7%19.9%
Risk TierMedium RiskLow Risk
Risk Percentile65th6th
Tasks at Risk (>50%)7 / 153 / 15
Median Salary$62,740$65,680
Employment11K18K

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

Derrick Operators, Oil and Gas

28%

total discount

Rail Car Repairers

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

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 +$2,940(+5%) vs Derrick Operators, Oil and Gas
Derrick Operators, Oil and GasRail Car Repairers
10th
$42,930$45,670
25th
$49,440$51,640
Median
$62,740$65,680
75th
$72,820$80,150
90th
$84,620$92,000

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Derrick Operators, Oil and Gas20282035
Rail Car Repairers20282035
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%)

Derrick Operators, Oil and Gas

$40,975

from $62,740

Rail Car Repairers

$52,616

from $65,680

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 Derrick

0

Unique to Rail

Combined Protection Strategy

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

Regulatory Barriers
Social Intelligence
Creativity
Fine Manipulation
Derrick Operators, Oil and GasRail Car Repairers