Takeover Tracker
30%medium risk
Energy Engineers
vs

68 shared · 15 different

core competencies

28%medium risk
Petroleum Engineers

Side-by-Side Comparison

MetricEnergy EngineersPetroleum Engineers
Risk Score29.6%28.3%
Risk TierMedium RiskMedium Risk
Risk Percentile36th31th
Tasks at Risk (>50%)7 / 155 / 15
Median Salary$117,750$141,280
Employment151K19K

Skill Comparison

|

Sorted by largest difference

Communicating with Persons Outside Organization
Selling or Influencing Others
Inspecting Equipment, Structures, or Material
Estimating the Quantifiable Characteristics of Products, Events, or Information
Coaching and Developing Others
Training and Teaching Others
Mechanical
Computers and Electronics
Thinking Creatively
Monitor Processes, Materials, or Surroundings
Design
Chemistry

Protective Factors

Higher values indicate stronger protection against AI displacement

Energy Engineers

31%

total discount

Petroleum Engineers

31%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Energy Engineers

7 of 15 at risk
88%Verify energy bills and meter readings.
86%Prepare energy-related project reports or related documentation.
52%Monitor and analyze energy consumption.
51%Identify and recommend energy savings strategies to achieve more energy-efficient operation.
51%Perform energy modeling, measurement, verification, commissioning, or retro-commissioning.

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.

Wage Comparison

Petroleum Engineers earns +$23,530(+20%) vs Energy Engineers
Energy EngineersPetroleum Engineers
10th
$62,840$78,840
25th
$85,750$107,330
Median
$117,750$141,280
75th
$152,670$191,100
90th
$183,510$228,790

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Energy Engineers2028–2035
Petroleum Engineers2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Energy Engineers

$82,931

from $117,750

Petroleum Engineers

$101,312

from $141,280

After adjusting for AI risk, Petroleum Engineers offers $18,381 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Energy

0

Unique to Petroleum

Combined Protection Strategy

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

Regulatory Barriers
Creativity
Fine Manipulation
Decision Complexity
Energy EngineersPetroleum Engineers
Find transitions from Energy EngineersFind transitions from Petroleum Engineers