Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic
AI replacement rate
75%This role is currently tracked with 10 timeline items plus a profile-based replacement estimate.
The role of Machine Tool Setters, Operators, and Tenders in metal and plastic manufacturing faces a high replacement risk due to widespread adoption of smart production lines, advanced robotics, and AI-driven process optimization, significantly reducing the need for human intervention in operating, tending, and even setting up machines.
Replacement trend
Aggregated from periodic refresh snapshots- 2026-04-2070%
Why this role is rated this way
Structural baseIndustries from deep-water oil and gas to aerospace are implementing smart production lines and flexible manufacturing systems that automate the operating and tending of machine tools, aiming for higher efficiency and reduced human reliance.
New multi-head 3D printers, custom manufacturing tools, and integrated "eye, foot, hand" robotics are enhancing machine autonomy, allowing for more complex tasks to be performed with less human oversight and increasing output.
Companies are deploying comprehensive digital systems and providing smart devices to suppliers, transforming manual and semi-automated production into data-driven, automated workflows that simplify operations and reduce labor needs.
Several manufacturing innovators explicitly state goals to significantly reduce human labor, decrease reliance on human experience, and develop "unmanned factory" solutions, directly impacting roles involved in machine tending and operating.
Timeline
Relevant news and cases, newest firstLightMake, a 3D printing smart manufacturing brand, has raised over 25M RMB to develop advanced multi-head 3D printers utilizing linear motors. These "lightweight manufacturing tools" are aimed at SMBs and professional users to significantly boost factory efficiency, precision, and reduce material waste, with plans to integrate with CNC and robotics for automated production.
Open originalSHEIN's IPO filing reveals its core identity as a technology company leveraging a 'Large-scale Automated Test and Reorder' (LATR) system to transform the fashion supply chain. This system, along with the provision of over 7,500 smart devices and 180 innovative tools to suppliers, has significantly restructured manufacturing workflows, reducing inventory turnover, increasing sell-through rates, and boosting production efficiency. Concrete examples, like a custom 'fishbone tool' for dressmaking, illustrate how these technological advancements directly enhance the productivity and operational models of garment factories and their workers, allowing for small-batch, quick-response manufacturing.
Open originalBasepoint Origin, founded by former Huawei Cloud AI CTO Dai Zonghong, has developed an 'industrial world model' AI system that provides customized optimization solutions for traditional industrial sectors like metallurgy, chemical, and precision manufacturing. This system learns from raw business data to create digital twins of production processes, identifies optimal solutions, and delivers direct operational guidance to frontline workers via a simple app, transforming multi-month, human-intensive projects into single-person, two-week deliveries. The goal is to improve production quality and efficiency metrics such as yield and capacity, rather than reducing headcount, by offering precise, actionable plans that enhance worker operations.
Open originalSitrone Aerospace, a Chinese private manufacturer of core aerospace engine components, secured new funding to expand its comprehensive precision manufacturing capabilities, including advanced welding and complex process integration. The company plans to implement automated, intelligent, human-machine collaborative flexible production lines to enhance efficiency, significantly restructuring workflows for machine tool operators.
Open originalChina's first smart production line for deep-water oil and gas equipment process pipelines has been completed and entered the debugging phase at CNOOC's Zhuhai deep-water equipment manufacturing base.
Open originalHikvision Robotics is advancing industrial AI with new machine vision, mobile robots, and articulated robots to promote 'embodied manufacturing' by 2026. The company is integrating AI into its products for tasks like code reading, OCR, and high-precision industrial quality inspection, aiming for greater flexibility and efficiency in manufacturing. New products and AI applications are set to transform factory workflows, enabling machines to adapt to environments and handle multiple tasks, thus impacting operators of various manufacturing tools.
Open originalThe states with the most job growth for Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic are Texas, Utah, and Alabama.
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.
Open original- Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic | Occupation | My Career NJ
Set up, operate, or tend more than one type of cutting or forming machine tool or robot.
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