Takeover Tracker
32%medium risk
Materials Engineers
vs

69 shared · 19 different

core competencies

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

Side-by-Side Comparison

MetricMaterials EngineersMining and Geological Engineers, Including Mining Safety Engineers
Risk Score31.7%33.0%
Risk TierMedium RiskMedium Risk
Risk Percentile49th57th
Tasks at Risk (>50%)6 / 155 / 15
Median Salary$108,310$101,020
Employment23K7K

Skill Comparison

|

Sorted by largest difference

Chemistry
Inspecting Equipment, Structures, or Material
Physics
Mechanical
Thinking Creatively
Clerical
Controlling Machines and Processes
Resolving Conflicts and Negotiating with Others
Coordinating the Work and Activities of Others
Production and Processing
Systems Evaluation
Judgment and Decision MakingAI-Augmented

Protective Factors

Higher values indicate stronger protection against AI displacement

Materials Engineers

31%

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

Materials Engineers

6 of 15 at risk
86%Perform managerial functions, such as preparing proposals and budgets, analyzing labor costs, and writing reports.
84%Monitor material performance and evaluate material deterioration.
76%Conduct or supervise tests on raw materials or finished products to ensure their quality.
53%Review new product plans and make recommendations for material selection, based on design objectives such as strength, weight, heat resistance, electrical conductivity, and cost.
51%Evaluate technical specifications and economic factors relating to process or product design objectives.

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 -$7,290(-7%) vs Materials Engineers
Materials EngineersMining and Geological Engineers, Including Mining Safety Engineers
10th
$68,040$62,500
25th
$85,820$81,040
Median
$108,310$101,020
75th
$138,370$129,860
90th
$172,000$163,740

Premium Head-to-Head Analysis

Displacement Timeline Comparison

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

Materials 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%)

Materials Engineers

$73,987

from $108,310

Mining and Geological Engineers, Including Mining Safety Engineers

$67,663

from $101,020

After adjusting for AI risk, Materials Engineers offers $6,323 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Materials

0

Unique to Mining

Combined Protection Strategy

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

Fine Manipulation
Decision Complexity
Regulatory Barriers
Social Intelligence
Materials EngineersMining and Geological Engineers, Including Mining Safety Engineers
Find transitions from Materials EngineersFind transitions from Mining and Geological Engineers, Including Mining Safety Engineers