Continuous Mining Machine Operators

Continuous Mining Machine Operators

AI Risk Score58%Mid Risk

The 58% risk score reflects the overall automation risk of your profession on a scale of 0–100. The higher the score, the more likely parts of your role could be handled by AI, increasing efficiency, but also raising the possibility of job disruption. Nearly all jobs include tasks that are automatable to some degree.

In this role, you operate self-propelled mining machines that rip coal, metal and nonmetal ores, rock, stone, or sand from the mine face and load it onto conveyors, shuttle cars, or trucks in a continuous operation. Your job is considered Mid Risk for AI automation.

Below is your job's AI vulnerability profile with detailed breakdowns of tasks, knowledge areas, skills, and abilities. Each item includes AI risk scores and importance ratings to help you prioritize what to focus on. Plus, explore the technology section to see what tools and software you'll likely encounter in this role.

You're already ahead of the curve by checking your risk and exploring your options. This project goes beyond one role, we’re building a global job warning system to help everyone stay ahead of AI. By supporting our research, you’ll unlock your full job profile, including detailed risk breakdowns, trend alerts, and priority access to new research. Supporting our research not only gives you deeper insights into your own role, it helps us keep this project alive for millions of others navigating the future of work, but don't worry, if you are not ready to support us, we provide enough free insights to get you started.

In the meantime explore the sections below, and don't miss the What to do next? section for practical steps you can start today.

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On the job, you would

On-the-job activities and responsibilities that define your role. Each task is analyzed for automation potential and contributes to your overall AI risk assessment.

8/15
Operate mining equipment.4.57Risk

Operating mining machines is a task that can be largely automated, as it involves repetitive actions and predictable environments.

Determine appropriate locations for operations or installations.4.43

Determining locations and boundaries requires human judgment and adaptability to changing conditions, making it less automatable.

Position construction or extraction equipment.4.48Risk

Repositioning machines is a task that can be automated, though it may still require human oversight for safety and precision.

Operate mining equipment.4.52Risk

Driving machines into position is a repetitive task that can be largely automated with current technology.

Operate mining equipment.4.49Risk

Starting and regulating conveyors and drill cutters involves predictable actions that can be automated.

Monitor extraction operations.4.28

Monitoring equipment for malfunctions requires human sensory input and judgment, making it less automatable.

Maintain extraction or excavation equipment.4.16Risk

Repairing and maintaining machines involves manual dexterity and problem-solving, which are partially automatable but still require human skills.

Operate cranes, hoists, or other moving or lifting equipment.4.21Risk

Operating hydraulic safety bars can be automated, but human oversight is necessary for safety and adaptability.

Advanced Problem AnalysisRisk
Strategic Decision ImplementationRisk
Complex System OptimizationRisk

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Knowledge

Theoretical knowledge and understanding required for your position. Knowledge areas are evaluated for AI replacement likelihood and factor into your risk score.

9/17

Administration and Management

2.81Risk

Administration and Management involve repetitive, data-driven tasks (e.g., scheduling, reporting, workflow automation) that AI can handle efficiently, while strategic decision-making remains partially human-centric.

Customer and Personal Service

2.17Risk

This domain includes both routine customer service tasks (automatable) and personal interaction needs (less automatable), with AI likely to handle 60% of potential automation in the next five years.

Personnel and Human Resources

2.34Risk

Personnel and Human Resources involves repetitive tasks like payroll, scheduling, and resume screening that AI can automate efficiently, with growing capabilities in data analysis and process optimization.

Production and Processing

3.71Risk

Production and Processing involve repetitive, structured tasks that AI can automate efficiently, such as quality control, data analysis, and workflow management.

Engineering and Technology

2.56Risk

Engineering and Technology involve repetitive, data-driven tasks (e.g., coding, simulations, diagnostics) that AI can automate efficiently, with growing capabilities in complex problem-solving and system design.

Design

2.57Risk

Design involves both repetitive tasks (e.g., layout generation) and creative judgment (e.g., aesthetic decisions), so AI can automate some aspects but not all, with human oversight likely required for complex, context-dependent work.

Building and Construction

2.53

While AI can automate repetitive tasks like scheduling, design, and drone inspections, complex decision-making, safety compliance, and on-site adaptability remain heavily reliant on human expertise.

Mechanical

3.94Risk

Mechanical tasks involve both routine (e.g., simulation, design) and complex (e.g., physical intuition, creative problem-solving) elements, with AI capable of automating data-driven aspects but limited in handling novel, non-repetitive challenges.

Mathematics

2.55Risk

AI already excels in computational mathematics, theorem proving, and problem-solving, with further advancements likely to automate more complex tasks in the next five years.

Advanced Analytics

Risk

Machine Learning

Risk

Predictive Modeling

Risk

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Skills

Practical abilities and competencies you need to perform your job effectively. Skills are assessed for automation vulnerability and help determine your AI risk level.

9/28

Reading Comprehension

2.75

Active Listening

3

Writing

2.12

Speaking

3

Mathematics

2

Critical Thinking

3.25

Active Learning

2.75

Learning Strategies

2.38

Monitoring

3

Advanced Problem Solving

Collapsed
Strategic Decision Making
Risk
Complex Analysis
Risk
Critical Thinking
Risk

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Abilities

Innate and learned capabilities that enable you to succeed in your role. Abilities are analyzed for AI replication potential and contribute to your overall risk assessment.

9/48

Oral Comprehension

2.88Risk

Oral comprehension involves nuanced understanding of speech, context, and tone, which AI is advancing but not yet fully automated in complex real-world scenarios.

Written Comprehension

2.38Risk

Written comprehension involves tasks like text analysis, summarization, and question-answering, which AI already excels at through advanced NLP models. These capabilities are likely to be fully automated within 5 years.

Oral Expression

3.12Risk

Oral Expression involves complex, context-dependent communication that requires nuance, adaptability, and real-time interaction, which current AI systems struggle to fully replicate, though some aspects like script generation may be automated.

Written Expression

2.25Risk

Written Expression involves nuanced understanding, creativity, and context, which AI can partially replicate but not fully, limiting automation potential in complex or original tasks.

Fluency of Ideas

2.38

Fluency of Ideas involves complex, context-dependent creativity and adaptability that current AI lacks, even with advancements in generative models.

Originality

2.12

Originality requires creative insight and novel synthesis of ideas, which AI currently lacks, though it may generate novel content based on patterns rather than true originality.

Problem Sensitivity

3.75

Problem Sensitivity requires nuanced judgment, contextual understanding, and adaptability, which current AI systems lack. While AI can analyze data, true problem sensitivity involves human intuition, ethics, and creativity.

Deductive Reasoning

3.12Risk

AI excels in structured deductive tasks but may struggle with complex, context-dependent reasoning requiring human intuition.

Inductive Reasoning

3.12Risk

Inductive reasoning involves pattern recognition and generalization, which AI already excels at through machine learning, with further advancements likely to enhance this capability in the next five years.

Critical Thinking

Risk

Complex Problem Solving

Risk

Strategic Planning

Risk

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Technology Used

Tools, software, and technological systems you use in your work.

3/6
Mobile location based services software
Spreadsheet software
Office suite software
Advanced AI Tools
Machine Learning Platforms
Predictive Analytics Software

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Expert Insights

Expert comments on the job, click on the expert to see their answers.

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What to do next?

Your job faces a moderate automation threat. A few timely moves can put you back in the safe zone. Choose your strategy below:

Recommended for Mid Risk:

  • • Upskill: Develop skills that complement AI rather than compete with it
  • • Use AI: Master AI tools to increase your efficiency and value
  • • Pivot Smart: Consider transitioning to roles that require human judgment and creativity
  • • Stay Alert: Get notified of industry changes that could affect your role

Each tab contains curated resources designed to help you take the next step. More resources will be added over time.

Frequently Asked Questions

Based on our analysis, a Continuous Mining Machine Operators has a 58% AI risk score, which is considered mid risk. While some tasks in this role may be automated, the profession as a whole is moderately vulnerable from complete replacement. The key is understanding which specific aspects of your job are most vulnerable, some of which are shown on this page.

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