AITakeover Tracker
38%medium risk

Mine Cutting and Channeling Machine Operators

Operate machinery such as longwall shears, plows, and cutting machines to cut or channel along the face or seams of coal mines, stone quarries, or other mining surfaces to facilitate blasting, separating, or removing minerals or materials from mines or from the Earth's surface. Includes shale planers.

Higher risk than 76% of occupations

AI Impact Summary

Mine Cutting and Channeling Machine Operators faces moderate AI displacement risk with a score of 38/100. This occupation has higher AI displacement risk than 76% of all analyzed occupations. Of 22 analyzed tasks, 5 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.

Memorization5%

Memorization 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.

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.

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)

Adaptability/Flexibility85%

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

Manual Dexterity80%

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

Leadership88%

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

Social Perceptiveness90%

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

Coordination70%

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

Equipment Maintenance78%

Equipment Maintenance 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.

Instructing75%

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

AI-Augmented Skills (7)

Critical ThinkingMonitoringJudgment and Decision MakingActive LearningSystems AnalysisWritingTechnology Design

Recommended Courses

Courses matched to Mine Cutting and Channeling Machine Operators 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

-6.8pt risk

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Courserabeginner

Google UX Design Professional Certificate

by Google

~5 months$49/mo4.8Certificate
Enhances AI augmentation: Critical Thinking

Estimated Impact

-5pt risk

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

-3.5pt risk

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

Less than High School27%
High School Diploma60%
Some College5%
Post-Secondary Certificate7%

Prior Experience Needed

Work experience required to enter this job

None7%
Up to 1 month14%
1-3 months1%
3-6 months8%
6 months - 1 year24%
1-2 years36%
2-4 years11%

Training Provided After Hiring

How long it typically takes to learn on the job

None12%
Up to 1 month19%
1-3 months38%
3-6 months16%
6 months - 1 year8%
1-2 years7%

How AI Impacts Each Task

22 tasks analyzed

Position jacks, timbers, or roof supports, and install casings, to prevent cave-ins.

Risk: 11.0%AI: 5EstimatedTime: 6%

Move planer levers to control and adjust the movement of equipment, the speed, height, and depth of cuts, and to rotate swivel cutting booms.

Risk: 59.0%AI: 65EstimatedTime: 8%

Reposition machines and move controls to make additional holes or cuts.

Risk: 59.0%AI: 65EstimatedTime: 8%

Cut entries between rooms and haulage ways.

Risk: 57.0%AI: 60EstimatedTime: 6%

Cut slots along working faces of coal, salt, or other non-metal deposits to facilitate blasting, by moving levers to start the machine, and to control the vertical reciprocating drills.

Risk: 61.0%AI: 70EstimatedTime: 5%

Cut and move shale from open pits.

Risk: 63.0%AI: 75EstimatedTime: 3%

Signal that machine plow blades are properly positioned, using electronic buzzers or two-way radios.

Risk: 86.0%AI: 92EstimatedTime: 2%

Drive mobile, truck-mounted, or track-mounted drilling or cutting machine in mines and quarries or on construction sites.

Risk: 65.0%AI: 80EstimatedTime: 6%

Observe indicator lights and gauges, and listen to machine operation to detect binding or stoppage of tools or other equipment problems.

Risk: 86.0%AI: 92EstimatedTime: 8%

Move controls to start and position drill cutters or torches and advance tools into mines or quarry faces to complete horizontal or vertical cuts.

Risk: 61.0%AI: 70EstimatedTime: 6%

Advance plow blades through coal strata by remote control, according to electronic or radio signals from the tailer.

Risk: 63.0%AI: 75EstimatedTime: 4%

Replace worn or broken tools and machine bits and parts, using wrenches, pry bars, and other hand tools, and lubricate machines, using grease guns.

Risk: 11.0%AI: 5EstimatedTime: 6%

Press buttons to activate conveyor belts, and push or pull chain handles to regulate conveyor movement so that material can be moved or loaded into dinkey cars or dump trucks.

Risk: 67.0%AI: 85EstimatedTime: 5%

Determine locations, boundaries, and depths of holes or channels to be cut.

Risk: 55.0%AI: 70EstimatedTime: 4%

Signal crew members to adjust the speed of equipment to the rate of installation of roof supports, and to adjust the speed of conveyors to the volume of coal.

Risk: 31.0%AI: 40EstimatedTime: 3%

Remove debris such as loose shale from channels and planer travel areas.

Risk: 47.0%AI: 35EstimatedTime: 4%

Charge and set off explosives in blasting holes.

Risk: 11.0%AI: 5EstimatedTime: 3%

Signal truck drivers to position their vehicles for receiving shale from planer hoppers.

Risk: 86.0%AI: 92EstimatedTime: 2%

Monitor movement of shale along conveyors from hoppers to trucks or railcars.

Risk: 86.0%AI: 92EstimatedTime: 3%

Guide and assist crews in laying track for machines and resetting planer rails, supports, and blocking, using jacks, shovels, sledges, picks, and pinch bars.

Risk: 11.0%AI: 5EstimatedTime: 3%

Free jams in planer hoppers, using metal pinch bars.

Risk: 11.0%AI: 5EstimatedTime: 3%

Monitor methane gas levels in mines to avoid carbon monoxide poisoning.

Risk: 86.0%AI: 92EstimatedTime: 2%

Protective Factors

Total protective discount: 27.9%

Essential Soft Skills

Traits that are hard for AI to replicate

DependabilityInitiativeSelf ControlCooperationAttention to DetailPersistenceStress ToleranceAdaptability/FlexibilityAnalytical ThinkingIntegrityConcern for OthersSocial Orientation
Career Planning

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Recommendations

Skills to Develop

These skills are at risk from AI automation. Mine Cutting and Channeling Machine Operators 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.

  • Memorization

    Memorization 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.

  • 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.

Skills to Leverage

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

  • Adaptability/Flexibility

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

  • Manual Dexterity

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

  • Leadership

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

  • Social Perceptiveness

    Social Perceptiveness 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.

  • Critical Thinking

    Critical Thinking 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.

  • 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.

  • Systems Analysis

    Systems Analysis 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

+3.8

overall change

Checking for existing plan...