Takeover Tracker

32%medium risk
Materials Engineers
vs

69 shared · 19 different

core competencies

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

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Head-to-head task automation timeline
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Risk-adjusted salary comparison
Combined protective factor strategy
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