AITakeover Tracker
28%medium risk

Helpers--Extraction Workers

Help extraction craft workers, such as earth drillers, blasters and explosives workers, derrick operators, and mining machine operators, by performing duties requiring less skill. Duties include supplying equipment or cleaning work area.

Higher risk than 29% of occupations

AI Impact Summary

Helpers--Extraction Workers faces moderate AI displacement risk with a score of 28/100. This occupation has higher AI displacement risk than 29% of all analyzed occupations. Of 14 analyzed tasks, 1 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)

Information Ordering5%

High reliance on Information Ordering 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.

Reading Comprehension10%

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

Mathematics10%

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

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)

Manual Dexterity80%

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

Adaptability/Flexibility85%

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

Equipment Maintenance78%

Equipment Maintenance 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.

Complex Problem Solving75%

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

Social Perceptiveness90%

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

Service Orientation82%

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

AI-Augmented Skills (7)

MonitoringCritical ThinkingJudgment and Decision MakingActive LearningWritingSystems AnalysisTechnology Design

Recommended Courses

Courses matched to Helpers--Extraction Workers 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

DataCampbeginner

SQL Fundamentals Skill Track

by DataCamp

21 hours$25/mo4.7Certificate
Addresses vulnerability: Information Ordering

Estimated Impact

-6.9pt risk+$2K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Pluralsightbeginner

Cybersecurity Fundamentals Path

by Pluralsight

30 hours$29/mo4.5Certificate
Enhances AI augmentation: Monitoring

Estimated Impact

-5.3pt risk+$3K/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

-3.7pt risk+$3K/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

High School Diploma97%
Some College2%
Associate's Degree2%

Prior Experience Needed

Work experience required to enter this job

None56%
Up to 1 month2%
3-6 months30%
6 months - 1 year2%
1-2 years9%
2-4 years2%

Training Provided After Hiring

How long it typically takes to learn on the job

None9%
Up to 1 month25%
1-3 months47%
3-6 months6%
6 months - 1 year10%
2-4 years4%

How AI Impacts Each Task

14 tasks analyzed

Provide assistance to extraction craft workers, such as earth drillers and derrick operators.

Risk: 11.0%AI: 5EstimatedTime: 12%

Observe and monitor equipment operation during the extraction process to detect any problems.

Risk: 77.2%AI: 70EstimatedTime: 12%

Drive moving equipment to transport materials and parts to excavation sites.

Risk: 53.0%AI: 50EstimatedTime: 10%

Unload materials, devices, and machine parts, using hand tools.

Risk: 39.0%AI: 15EstimatedTime: 8%

Set up and adjust equipment used to excavate geological materials.

Risk: 13.0%AI: 10EstimatedTime: 8%

Organize materials to prepare for use.

Risk: 41.0%AI: 20EstimatedTime: 8%

Repair and maintain automotive and drilling equipment, using hand tools.

Risk: 13.0%AI: 10EstimatedTime: 7%

Collect and examine geological matter, using hand tools and testing devices.

Risk: 69.2%AI: 50EstimatedTime: 4%

Signal workers to start geological material extraction or boring.

Risk: 45.0%AI: 30EstimatedTime: 3%

Clean up work areas and remove debris after extraction activities are complete.

Risk: 41.0%AI: 20EstimatedTime: 8%

Dismantle extracting and boring equipment used for excavation, using hand tools.

Risk: 39.0%AI: 15EstimatedTime: 5%

Clean and prepare sites for excavation or boring.

Risk: 41.0%AI: 20EstimatedTime: 5%

Load materials into well holes or into equipment, using hand tools.

Risk: 39.0%AI: 15EstimatedTime: 6%

Dig trenches.

Risk: 49.0%AI: 40EstimatedTime: 4%

Protective Factors

Total protective discount: 30.0%

Essential Soft Skills

Traits that are hard for AI to replicate

DependabilityInitiativeAttention to DetailCooperationAchievement/EffortAdaptability/FlexibilityPersistenceSelf ControlIntegrityLeadershipConcern for OthersIndependence

Wage & Employment (2024)

Median Wage

$48,400

per year

Mean Wage

$50,330

per year

Employment

7K

workers

Wage Range

$35,770 - $68,240

10th - 90th pct

Wage Distribution

$35,770Median: $48,400$68,240
Career Planning

Explore other career paths

Compare displacement risk across occupations and find careers with stronger long-term prospects.

Alternate Career Paths

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Higher risk than 6% of other occupations

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Higher risk than 13% of other occupations

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24%
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Median salary: $57,980

Higher risk than 16% of other occupations

Rotary Drill Operators, Oil and Gas

28%
Medium Risk

Median salary: $65,010

Higher risk than 31% of other occupations

Rail-Track Laying and Maintenance Equipment Operators

30%
Medium Risk

Median salary: $67,370

Higher risk than 38% of other occupations

Sailors and Marine Oilers

31%
Medium Risk

Median salary: $49,610

Higher risk than 43% of other occupations

Hoist and Winch Operators

34%
Medium Risk

Median salary: $52,310

Higher risk than 60% of other occupations

Mine Cutting and Channeling Machine Operators

38%
Medium Risk

Higher risk than 76% of other occupations

Tank Car, Truck, and Ship Loaders

39%
Medium Risk

Median salary: $58,070

Higher risk than 79% of other occupations

Coating, Painting, and Spraying Machine Setters, Operators, and Tenders

45%
Medium Risk

Higher risk than 92% of other occupations

Sales Managers

25%
Medium Risk

Higher risk than 20% of other occupations

Chief Executives

26%
Medium Risk

Higher risk than 23% of other occupations

General and Operations Managers

28%
Medium Risk

Higher risk than 29% of other occupations

Marketing Managers

30%
Medium Risk

Higher risk than 38% of other occupations

Computer and Information Systems Managers

31%
Medium Risk

Higher risk than 45% of other occupations

Financial Managers

Subscribed — always updated

Recommendations

Skills to Develop

These skills are at risk from AI automation. Helpers--Extraction Workers professionals should diversify beyond them.

  • Information Ordering

    High reliance on Information Ordering 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.

  • Reading Comprehension

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

  • Mathematics

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

  • 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.

  • Manual Dexterity

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

  • Adaptability/Flexibility

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

  • Equipment Maintenance

    Equipment Maintenance 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.

Tools to Adopt

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

  • Monitoring

    Monitoring 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.

  • 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.

  • Active Learning

    Active Learning 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.

Score History

Risk score over 2 scoring runs

-4.2

overall change

Checking for existing plan...