Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders

Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders

AI Risk Score61%Mid Risk

The 61% 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 that wind or twist textiles; or draw out and combine sliver, such as wool, hemp, or synthetic fibers. includes slubber machine and drawing frame operators. 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.

9/23
Notify others of equipment repair or maintenance needs.4.49

Notifying supervisors of malfunctions involves communication and human interaction, which are less automatable.

Operate textile cutting or production equipment.4.27Risk

Starting and monitoring machines, along with making adjustments, can be automated through sensors and AI systems that track and optimize machine performance.

Operate textile cutting or production equipment.3.95Risk

Tending machines for winding tasks can be automated with AI systems that handle repetitive tasks efficiently.

Inspect textile products.4.17Risk

Inspecting products for specifications involves human judgment and attention to detail, which are difficult to fully automate.

Operate textile cutting or production equipment.4.17Risk

Tending machines for twisting tasks can be automated with AI systems that handle repetitive tasks efficiently.

Maintain inventories of materials, equipment, or products.4.23Risk

Replacing supply packages is a repetitive task that can be automated with robotic systems, especially in an industrial setting like textile manufacturing.

Watch operating equipment to detect malfunctions.4.11Risk

Observing operations for defects or malfunctions can be automated using sensors and AI monitoring systems, although human oversight may still be needed for complex issues.

Feed materials or products into or through equipment.4.29Risk

Threading yarn through machines involves dexterity and precision, which can be challenging for AI, but advancements in robotics could automate this task partially.

Conduct test runs of production equipment.3.89Risk

Conducting test runs requires some human judgment to interpret results, but AI can assist in running and monitoring the tests.

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.

8/16

Administration and Management

3.13Risk

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.

Administrative

2.25Risk

Administrative tasks involve repetitive, rule-based processes that AI can automate efficiently with RPA and NLP.

Economics and Accounting

2.44Risk

Economics 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

2.41Risk

Sales 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

2.75Risk

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

2.82Risk

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

3.45Risk

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

Computers and Electronics

2.36Risk

The domain involves repetitive manufacturing, testing, and customer support tasks that AI can automate, with growing capabilities in complex design and analysis tasks.

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.

9/26

Reading Comprehension

2.5

Active Listening

3

Writing

2.38

Speaking

3.12

Mathematics

2

Critical Thinking

3

Active Learning

2.38

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.

9/45

Oral Comprehension

2.75Risk

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

3Risk

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

2.12Risk

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

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

Originality

2

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

3.12

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

2.88Risk

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

Inductive Reasoning

2.75Risk

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.

3/5
Computer aided manufacturing CAM 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 Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders has a 61% 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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