AITakeover Tracker
33%medium risk

Mining and Geological Engineers, Including Mining Safety Engineers

Conduct sub-surface surveys to identify the characteristics of potential land or mining development sites. May specify the ground support systems, processes and equipment for safe, economical, and environmentally sound extraction or underground construction activities. May inspect areas for unsafe geological conditions, equipment, and working conditions. May design, implement, and coordinate mine safety programs.

Higher risk than 57% of occupations

AI Impact Summary

Mining and Geological Engineers, Including Mining Safety Engineers faces moderate AI displacement risk with a score of 33/100. This occupation has higher AI displacement risk than 57% of all analyzed occupations. Of 18 analyzed tasks, 3 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.

Skill Impact Analysis

AI-Vulnerable Skills (6)

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Information Ordering5%

High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Reading Comprehension10%

High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Programming15%

Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

AI-Resistant Skills (11)

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Adaptability/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Leadership88%

Leadership is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Instructing75%

Instructing is AI-resistant — strengthening this skill provides durable career protection.

Persuasion80%

Persuasion is AI-resistant — strengthening this skill provides durable career protection.

Social Perceptiveness90%

Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

Negotiation85%

Negotiation is AI-resistant — strengthening this skill provides durable career protection.

AI-Augmented Skills (7)

Judgment and Decision MakingWritingCritical ThinkingSystems AnalysisMonitoringActive LearningTechnology Design

Recommended Courses

Courses matched to Mining and Geological Engineers, Including Mining Safety Engineers skill gaps, ranked by relevance to your displacement risk profile.

Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.

Upskill to Reduce Risk

Courses addressing your most AI-vulnerable skills

Courseraintermediate

Machine Learning Specialization

by Stanford / DeepLearning.AI

~10 weeks$49/mo4.9Certificate
Addresses vulnerability: Mathematics

Estimated Impact

-7.8pt risk+$6K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Coursera

Creative Writing Specialization

by Wesleyan University

~8 weeks$49/mo4.7Certificate
Enhances AI augmentation: Writing

Estimated Impact

-5.6pt risk+$6K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Courseraintermediate

Leading People and Teams Specialization

by University of Michigan

~6 weeks$49/mo4.7Certificate
Strengthens resilience: Leadership

Estimated Impact

-3.8pt risk+$6K/yr salary

We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.

Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.

Education & Training

Percentage of workers at each education and training level

Education Level

Post-Secondary Certificate1%
Associate's Degree1%
Bachelor's Degree79%
Master's Degree17%
Doctoral/Professional Degree3%

Prior Experience Needed

Work experience required to enter this job

None9%
1-2 years26%
2-4 years4%
4-6 years22%
6-8 years1%
8-10 years19%
Over 10 years19%

Training Provided After Hiring

How long it typically takes to learn on the job

None1%
Up to 1 month7%
1-3 months21%
3-6 months9%
6 months - 1 year1%
1-2 years13%
2-4 years37%
4-6 years9%
6-8 years1%

How AI Impacts Each Task

18 tasks analyzed

Prepare technical reports for use by mining, engineering, and management personnel.

Risk: 86.0%AI: 92EstimatedTime: 8%

Inspect mining areas for unsafe structures, equipment, and working conditions.

Risk: 11.0%AI: 5EstimatedTime: 8%

Test air to detect toxic gases and recommend measures to remove them, such as installation of ventilation shafts.

Risk: 41.0%AI: 35EstimatedTime: 4%

Select or develop mineral location, extraction, and production methods, based on factors such as safety, cost, and deposit characteristics.

Risk: 47.0%AI: 50EstimatedTime: 8%

Select locations and plan underground or surface mining operations, specifying processes, labor usage, and equipment that will result in safe, economical, and environmentally sound extraction of minerals and ores.

Risk: 45.0%AI: 45EstimatedTime: 8%

Implement and coordinate mine safety programs, including the design and maintenance of protective and rescue equipment and safety devices.

Risk: 39.0%AI: 30EstimatedTime: 6%

Devise solutions to problems of land reclamation and water and air pollution, such as methods of storing excavated soil and returning exhausted mine sites to natural states.

Risk: 47.0%AI: 50EstimatedTime: 5%

Prepare schedules, reports, and estimates of the costs involved in developing and operating mines.

Risk: 85.2%AI: 90EstimatedTime: 6%

Lay out, direct, and supervise mine construction operations, such as the construction of shafts and tunnels.

Risk: 21.0%AI: 15EstimatedTime: 6%

Monitor mine production rates to assess operational effectiveness.

Risk: 86.0%AI: 92EstimatedTime: 5%

Supervise, train, and evaluate technicians, technologists, survey personnel, engineers, scientists or other mine personnel.

Risk: 23.0%AI: 20EstimatedTime: 6%

Examine maps, deposits, drilling locations, or mines to determine the location, size, accessibility, contents, value, and potential profitability of mineral, oil, and gas deposits.

Risk: 51.0%AI: 60EstimatedTime: 6%

Design, develop, and implement computer applications for use in mining operations such as mine design, modeling, or mapping or for monitoring mine conditions.

Risk: 51.0%AI: 60EstimatedTime: 4%

Design, implement, and monitor the development of mines, facilities, systems, or equipment.

Risk: 45.0%AI: 45EstimatedTime: 6%

Select or devise materials-handling methods and equipment to transport ore, waste materials, and mineral products efficiently and economically.

Risk: 49.0%AI: 55EstimatedTime: 4%

Evaluate data to develop new mining products, equipment, or processes.

Risk: 49.0%AI: 55EstimatedTime: 4%

Design mining and mineral treatment equipment and machinery in collaboration with other engineering specialists.

Risk: 47.0%AI: 50EstimatedTime: 3%

Conduct or direct mining experiments to test or prove research findings.

Risk: 41.0%AI: 35EstimatedTime: 3%

Protective Factors

Total protective discount: 31.0%

Essential Soft Skills

Traits that are hard for AI to replicate

Analytical ThinkingAttention to DetailDependabilityCooperationIntegrityIndependenceAdaptability/FlexibilityStress ToleranceInitiativeLeadershipAchievement/EffortSelf Control

Wage & Employment (2024)

Median Wage

$101,020

per year

Mean Wage

$108,940

per year

Employment

7K

workers

Wage Range

$62,500 - $163,740

10th - 90th pct

Wage Distribution

$62,500Median: $101,020$163,740
Career Planning

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Recommendations

Skills to Develop

These skills are at risk from AI automation. Mining and Geological Engineers, Including Mining Safety Engineers professionals should diversify beyond them.

  • Mathematics

    High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • Information Ordering

    High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • Reading Comprehension

    High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • Mathematics

    High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • Memorization

    Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Skills to Leverage

These human-centric skills remain difficult for AI to replicate. Double down here.

  • Complex Problem Solving

    Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

  • Adaptability/Flexibility

    Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

  • Leadership

    Leadership is AI-resistant — strengthening this skill provides durable career protection.

  • Coordination

    Coordination is AI-resistant — strengthening this skill provides durable career protection.

  • Instructing

    Instructing is AI-resistant — strengthening this skill provides durable career protection.

Tools to Adopt

AI can amplify these skills. Learn the tools that augment rather than replace your work.

  • Judgment and Decision Making

    Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Writing

    Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Critical Thinking

    Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Systems Analysis

    Systems Analysis will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Monitoring

    Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

Score History

Risk score over 2 scoring runs

-3.5

overall change

Checking for existing plan...

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