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Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders
Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders
The 59% 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 set up, operate, or tend machines to crush, grind, or polish materials, such as coal, glass, grain, stone, food, or rubber. 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.
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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.
Reading work orders is a task that can be automated with digital systems, reducing the need for human intervention.
Monitoring equipment operation can be automated with sensors, but human oversight is necessary for interpreting data and making decisions.
Operating grinding equipment is a repetitive task that can be automated, especially in industrial settings.
Recording data is a task that can be easily automated with software, reducing the need for human intervention.
Examining materials requires human judgment and sensory evaluation, which are challenging for AI to replicate.
Measuring dimensions is a task that can be automated with precision equipment, reducing the need for human intervention.
Maintaining equipment requires human expertise and problem-solving, making it less automatable.
Notifying supervisors involves human communication and judgment, which are challenging for AI to replicate.
Setting mill gauges is a repetitive task that can be automated, especially in industrial settings.
Knowledge
Theoretical knowledge and understanding required for your position. Knowledge areas are evaluated for AI replacement likelihood and factor into your risk score.
Administration and Management
3.45RiskAdministration 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.
Administrative
2.65RiskAdministrative tasks involve repetitive, rule-based processes that AI can automate efficiently with RPA and NLP.
Economics and Accounting
2.33RiskEconomics and Accounting involve repetitive data analysis, forecasting, and bookkeeping tasks that AI can automate efficiently, though some judgment-based aspects may require human oversight.
Sales and Marketing
2.04RiskSales and Marketing involve repetitive tasks (e.g., data analysis, email automation) that AI can handle, but require human judgment for relationship-building, creative strategy, and complex negotiations.
Customer and Personal Service
2.5RiskThis 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
2.34RiskPersonnel 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
3.4RiskProduction and Processing involve repetitive, structured tasks that AI can automate efficiently, such as quality control, data analysis, and workflow management.
Food Production
2.11RiskFood Production involves repetitive tasks like harvesting, sorting, and packaging, which AI can automate with robotics and computer vision, though complex decision-making in agriculture remains partially human-dependent.
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.
Reading Comprehension
3Active Listening
3Writing
2.88Speaking
3Mathematics
2.38Critical Thinking
2.88Active Learning
2.75Learning Strategies
2.5Monitoring
3.12Abilities
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.
Oral Comprehension
3RiskOral 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
3RiskWritten 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
3RiskOral 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
2.62RiskWritten Expression involves nuanced understanding, creativity, and context, which AI can partially replicate but not fully, limiting automation potential in complex or original tasks.
Problem Sensitivity
3.25Problem 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
3RiskAI excels in structured deductive tasks but may struggle with complex, context-dependent reasoning requiring human intuition.
Inductive Reasoning
3RiskInductive 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.
Information Ordering
2.88RiskThis human ability involves repetitive tasks that AI already performs well.
Category Flexibility
3RiskCategory Flexibility involves adapting to novel or shifting categories, which requires contextual understanding and creativity—challenges AI still faces, though progress in transfer learning may narrow the gap.
Technology Used
Tools, software, and technological systems you use in your work.
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.
Top Learning Platforms

Coursera
Unlimited access to 2,000+ courses from top universities.

LinkedIn Learning
Short, practical videos for on-the-job upskilling.

ADPList
Free global mentorship from experienced professionals in design, product, and tech.

Skillshare
Hands-on creative workshops to build your portfolio.

Udemy
Affordable deep dives on tech, leadership & more.
Top Learning Platforms

Coursera
Unlimited access to 2,000+ courses from top universities.

LinkedIn Learning
Short, practical videos for on-the-job upskilling.

ADPList
Free global mentorship from experienced professionals in design, product, and tech.

Skillshare
Hands-on creative workshops to build your portfolio.

Udemy
Affordable deep dives on tech, leadership & more.
Frequently Asked Questions
Based on our analysis, a Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders has a 59% 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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