Takeover Tracker
30%medium risk
Automotive Engineers
vs

74 shared · 17 different

core competencies

33%medium risk
Mining and Geological Engineers, Including Mining Safety Engineers

Side-by-Side Comparison

MetricAutomotive EngineersMining and Geological Engineers, Including Mining Safety Engineers
Risk Score29.7%33.0%
Risk TierMedium RiskMedium Risk
Risk Percentile37th57th
Tasks at Risk (>50%)8 / 155 / 15
Median Salary$102,320$101,020
Employment287K7K

Skill Comparison

|

Sorted by largest difference

Mechanical
Physics
Design
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Customer and Personal Service
Clerical
Guiding, Directing, and Motivating Subordinates
Thinking Creatively
Engineering and Technology
Inspecting Equipment, Structures, or Material
Transportation
Developing and Building Teams

Protective Factors

Higher values indicate stronger protection against AI displacement

Automotive Engineers

33%

total discount

Mining and Geological Engineers, Including Mining Safety Engineers

31%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Automotive Engineers

8 of 15 at risk
73%Write, review, or maintain engineering documentation.
53%Design vehicles that use lighter materials, such as aluminum, magnesium alloy, or plastic, to improve fuel efficiency.
52%Develop calibration methodologies, test methodologies, or tools.
51%Develop engineering specifications or cost estimates for automotive design concepts.
51%Perform failure, variation, or root cause analyses.

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.

Wage Comparison

Mining and Geological Engineers, Including Mining Safety Engineers earns -$1,300(-1%) vs Automotive Engineers
Automotive EngineersMining and Geological Engineers, Including Mining Safety Engineers
10th
$68,740$62,500
25th
$81,800$81,040
Median
$102,320$101,020
75th
$130,290$129,860
90th
$161,240$163,740

Premium Head-to-Head Analysis

Displacement Timeline Comparison

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

Automotive 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%)

Automotive Engineers

$71,921

from $102,320

Mining and Geological Engineers, Including Mining Safety Engineers

$67,663

from $101,020

After adjusting for AI risk, Automotive Engineers offers $4,258 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Automotive

0

Unique to Mining

Combined Protection Strategy

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

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