Takeover Tracker
33%medium risk
Mining and Geological Engineers, Including Mining Safety Engineers
vs

69 shared · 17 different

core competencies

28%medium risk
Petroleum Engineers

Side-by-Side Comparison

MetricMining and Geological Engineers, Including Mining Safety EngineersPetroleum Engineers
Risk Score33.0%28.3%
Risk TierMedium RiskMedium Risk
Risk Percentile57th31th
Tasks at Risk (>50%)5 / 155 / 15
Median Salary$101,020$141,280
Employment7K19K

Skill Comparison

|

Sorted by largest difference

Training and Teaching Others
Production and Processing
Evaluating Information to Determine Compliance with Standards
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Performing Administrative Activities
Estimating the Quantifiable Characteristics of Products, Events, or Information
Clerical
Monitoring and Controlling Resources
Physics
MathematicsAI-Vulnerable
Chemistry
Design

Protective Factors

Higher values indicate stronger protection against AI displacement

Mining and Geological Engineers, Including Mining Safety Engineers

31%

total discount

Petroleum Engineers

31%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Mining and Geological Engineers, Including Mining Safety Engineers

5 of 15 at risk
86%Prepare technical reports for use by mining, engineering, and management personnel.
86%Monitor mine production rates to assess operational effectiveness.
85%Prepare schedules, reports, and estimates of the costs involved in developing and operating mines.
51%Examine maps, deposits, drilling locations, or mines to determine the location, size, accessibility, contents, value, and potential profitability of mineral, oil, and gas deposits.
51%Design, develop, and implement computer applications for use in mining operations such as mine design, modeling, or mapping or for monitoring mine conditions.

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 +$40,260(+40%) vs Mining and Geological Engineers, Including Mining Safety Engineers
Mining and Geological Engineers, Including Mining Safety EngineersPetroleum Engineers
10th
$62,500$78,840
25th
$81,040$107,330
Median
$101,020$141,280
75th
$129,860$191,100
90th
$163,740$228,790

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Mining and Geological Engineers, Including Mining Safety Engineers2028–2035
Petroleum Engineers2028–2035
20242030203520402045

Petroleum Engineers has a longer runway before significant displacement, projected 0 years later than Mining and Geological Engineers, Including Mining Safety Engineers.

Risk-Adjusted Salary

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

Mining and Geological Engineers, Including Mining Safety Engineers

$67,663

from $101,020

Petroleum Engineers

$101,312

from $141,280

After adjusting for AI risk, Petroleum Engineers offers $33,649 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Mining

0

Unique to Petroleum

Combined Protection Strategy

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

Decision Complexity
Creativity
Social Intelligence
Fine Manipulation
Mining and Geological Engineers, Including Mining Safety EngineersPetroleum Engineers
Find transitions from Mining and Geological Engineers, Including Mining Safety EngineersFind transitions from Petroleum Engineers