Takeover Tracker
28%medium risk
Petroleum Engineers
vs

55 shared · 24 different

core competencies

40%medium risk
Logistics Analysts

Side-by-Side Comparison

MetricPetroleum EngineersLogistics Analysts
Risk Score28.3%40.5%
Risk TierMedium RiskMedium Risk
Risk Percentile31th82th
Tasks at Risk (>50%)5 / 1511 / 15
Median Salary$141,280$80,880
Employment19K236K

Skill Comparison

|

Sorted by largest difference

Engineering and Technology
Transportation
Communicating with Persons Outside Organization
Monitor Processes, Materials, or Surroundings
Written Expression
Estimating the Quantifiable Characteristics of Products, Events, or Information
Operation Monitoring
MathematicsAI-Vulnerable
Monitoring and Controlling Resources
Production and Processing
Training and Teaching Others
CoordinationAI-Resistant

Protective Factors

Higher values indicate stronger protection against AI displacement

Petroleum Engineers

31%

total discount

Logistics Analysts

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Petroleum Engineers

5 of 15 at risk
86%Maintain records of drilling and production operations.
86%Write technical reports for engineering and management personnel.
51%Analyze data to recommend placement of wells and supplementary processes to enhance production.
51%Monitor production rates, and plan rework processes to improve production.
51%Simulate reservoir performance for different recovery techniques, using computer models.

Logistics Analysts

11 of 15 at risk
85%Monitor inventory transactions at warehouse facilities to assess receiving, storage, shipping, or inventory integrity.
74%Prepare reports on logistics performance measures.
71%Develop or maintain payment systems to ensure accuracy of vendor payments.
69%Maintain databases of logistics information.
69%Remotely monitor the flow of vehicles or inventory, using Web-based logistics information systems to track vehicles or containers.

Wage Comparison

Logistics Analysts earns -$60,400(-43%) vs Petroleum Engineers
Petroleum EngineersLogistics Analysts
10th
$78,840$49,260
25th
$107,330$62,920
Median
$141,280$80,880
75th
$191,100$104,330
90th
$228,790$132,110

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Petroleum Engineers2028–2035
Logistics Analysts2028–2035
20242030203520402045

Petroleum Engineers has a longer runway before significant displacement, projected 0 years later than Logistics Analysts.

Risk-Adjusted Salary

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

Petroleum Engineers

$101,312

from $141,280

Logistics Analysts

$48,148

from $80,880

After adjusting for AI risk, Petroleum Engineers offers $53,164 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Petroleum

0

Unique to Logistics

Combined Protection Strategy

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

Regulatory Barriers
Social Intelligence
Creativity
Decision Complexity
Petroleum EngineersLogistics Analysts
Find transitions from Petroleum EngineersFind transitions from Logistics Analysts