Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic
AI replacement rate
55%This role is currently tracked with 5 timeline items plus a profile-based replacement estimate.
This role, involving repetitive machine operation, monitoring, and quality checks in metal and plastic extrusion/drawing, faces significant AI replacement potential. AI excels in process optimization, automated quality control, and predictive maintenance.
Replacement trend
Aggregated from periodic refresh snapshots- 2026-04-2055%
Why this role is rated this way
Structural baseAI systems can continuously monitor machine parameters, identify deviations, and make real-time adjustments for routine extrusion and drawing processes, reducing the need for constant human oversight.
Advanced vision systems and sensors combined with AI can automate the inspection of extruded and drawn products for defects, ensuring consistent quality faster and more accurately than manual checks.
AI algorithms can analyze historical and real-time production data to optimize machine settings, material flow, and energy consumption, leading to improved efficiency and yield in metal and plastic manufacturing.
AI can process sensor data to predict equipment failures and identify unusual operational patterns, enabling proactive maintenance and reducing the human role in reactive troubleshooting and tending to machines.
Timeline
Relevant news and cases, newest first51-4022.00 Forging Machine Setters, Operators, and Tenders, Metal and Plastic
Open originalSet up, operate, or tend machines to extrude or draw thermoplastic or metal materials into tubes, rods, hoses, wire, bars, or structural shapes.
Open original51-4081.00 Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic
Open originalIndustries with the highest published employment and wages for Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic are provided.
Open originalMolding, coremaking, and casting machine workers run machines to form metal or thermoplastic parts or products. Multiple machine tool setters, operators, and tenders set up or operate more than one type of cutting or forming machine tool or robot. Manufacturing facilities typically employ machine workers full time, usually in shifts that include evenings, weekends, and frequent overtime. With automation, multiple machines may be controlled at the same time, so workers train on different machines and gain a variety of skills.
Open original