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

77 shared · 13 different

core competencies

30%medium risk
Energy Engineers

Side-by-Side Comparison

MetricMining and Geological Engineers, Including Mining Safety EngineersEnergy Engineers
Risk Score33.0%29.6%
Risk TierMedium RiskMedium Risk
Risk Percentile57th36th
Tasks at Risk (>50%)5 / 157 / 15
Median Salary$101,020$117,750
Employment7K151K

Skill Comparison

|

Sorted by largest difference

Mechanical
Customer and Personal Service
Building and Construction
Inspecting Equipment, Structures, or Material
Thinking Creatively
Communicating with Persons Outside Organization
Clerical
Evaluating Information to Determine Compliance with Standards
Flexibility of Closure
Selling or Influencing Others
Judgment and Decision MakingAI-Augmented
Management of Material Resources

Protective Factors

Higher values indicate stronger protection against AI displacement

Mining and Geological Engineers, Including Mining Safety Engineers

31%

total discount

Energy 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.

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.

Wage Comparison

Energy Engineers earns +$16,730(+17%) vs Mining and Geological Engineers, Including Mining Safety Engineers
Mining and Geological Engineers, Including Mining Safety EngineersEnergy Engineers
10th
$62,500$62,840
25th
$81,040$85,750
Median
$101,020$117,750
75th
$129,860$152,670
90th
$163,740$183,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

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

Energy 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

Energy Engineers

$82,931

from $117,750

After adjusting for AI risk, Energy Engineers offers $15,268 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Mining

0

Unique to Energy

Combined Protection Strategy

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

Decision Complexity
Fine Manipulation
Creativity
Regulatory Barriers
Mining and Geological Engineers, Including Mining Safety EngineersEnergy Engineers
Find transitions from Mining and Geological Engineers, Including Mining Safety EngineersFind transitions from Energy Engineers