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Rolling Machine Setters, Operators, and Tenders, Metal and Plastic

Rolling Machine Setters, Operators, and Tenders, Metal and Plastic score 18 out of 100, which is low exposure to AI. That ranks #659 of 923 US occupations, where #1 is the most exposed. Of the 19 tasks in this job, AI could speed up 2 on its own and 2 more with extra software built on top of it. None of its tasks showed up in real AI use in April–May 2026.

18/ 100
Low
Rank
#659of 923 jobs
US workers
25,250BLS, May 2025
Median pay
$50,140a year
In real AI use
0 of 19tasks, April–May 2026

Task by task

Each task this job involves, as listed by O*NET, rated on whether a large language model like GPT-4 could cut the time it takes by at least half at the same quality. Tasks marked Seen in real AI use appeared in conversations with Claude in April–May 2026 (Anthropic Economic Index).

  • AI can speed this up on its own: 2 (11%)
  • AI can speed this up with extra software: 2 (11%)
  • Little or no AI speed-up: 15 (79%)
  • Calculate draft space and roll speed for each mill stand to plan rolling sequences and specified dimensions and tempers.AI can speed this up on its own · core task
  • Record mill production on schedule sheets.AI can speed this up on its own · core task
  • Examine, inspect, and measure raw materials and finished products to verify conformance to specifications.AI can speed this up with extra software · core task
  • Read rolling orders, blueprints, and mill schedules to determine setup specifications, work sequences, product dimensions, and installation procedures.AI can speed this up with extra software · core task
  • Monitor machine cycles and mill operation to detect jamming and to ensure that products conform to specifications.Little or no AI speed-up · core task
  • Adjust and correct machine set-ups to reduce thicknesses, reshape products, and eliminate product defects.Little or no AI speed-up · core task
  • Start operation of rolling and milling machines to flatten, temper, form, and reduce sheet metal sections and to produce steel strips.Little or no AI speed-up · core task
  • Manipulate controls and observe dial indicators to monitor, adjust, and regulate speeds of machine mechanisms.Little or no AI speed-up · core task
  • Set distance points between rolls, guides, meters, and stops, according to specifications.Little or no AI speed-up · core task
  • Install equipment such as guides, guards, gears, cooling equipment, and rolls, using hand tools.Little or no AI speed-up · core task
  • Position, align, and secure arbors, spindles, coils, mandrels, dies, and slitting knives.Little or no AI speed-up · core task
  • Fill oil cups, adjust valves, and observe gauges to control flow of metal coolants and lubricants onto workpieces.Little or no AI speed-up · core task
  • Activate shears and grinders to trim workpieces.Little or no AI speed-up · core task
  • Signal and assist other workers to remove and position equipment, fill hoppers, and feed materials into machines.Little or no AI speed-up · core task
  • Direct and train other workers to change rolls, operate mill equipment, remove coils and cobbles, and band and load material.Little or no AI speed-up · core task
  • Thread or feed sheets or rods through rolling mechanisms, or start and control mechanisms that automatically feed steel into rollers.Little or no AI speed-up · supplemental task
  • Select rolls, dies, roll stands, and chucks from data charts to form specified contours and to fabricate products.Little or no AI speed-up · supplemental task
  • Remove scratches and polish roll surfaces, using polishing stones and electric buffers.Little or no AI speed-up · supplemental task
  • Disassemble sizing mills removed from rolling lines, and sort and store parts.Little or no AI speed-up · supplemental task

Questions about rolling machine setters, operators, and tenders, metal and plastic and AI

Will AI replace rolling machine setters, operators, and tenders, metal and plastic?

Unlikely. Most of the work is hard for today's AI to speed up. Rolling Machine Setters, Operators, and Tenders, Metal and Plastic score 18 out of 100 (low exposure), #659 of 923 US jobs. AI could speed up 4 of the job's 19 tasks, 2 of them on its own, while 15 see little or no speed-up. Exposure means the work is likely to change, not that the job will disappear.

Which rolling machine setters, operators, and tenders, metal and plastic tasks can AI do?

The most exposed tasks include "Calculate draft space and roll speed for each mill stand to plan rolling sequences and specified dimensions and tempers"; "Record mill production on schedule sheets".

Which rolling machine setters, operators, and tenders, metal and plastic tasks are hardest for AI?

Tasks with little or no AI speed-up include "Monitor machine cycles and mill operation to detect jamming and to ensure that products conform to specifications"; "Adjust and correct machine set-ups to reduce thicknesses, reshape products, and eliminate product defects"; "Start operation of rolling and milling machines to flatten, temper, form, and reduce sheet metal sections and to produce steel strips".

Are people already using AI for this work?

Not much yet. None of the job's tasks showed up in real conversations with Claude in April–May 2026, according to the Anthropic Economic Index.

How many people work as rolling machine setters, operators, and tenders, metal and plastic, and what do they earn?

About 25,250 people in the US, with median pay of $50,140 a year (BLS, May 2025).

How to read this score. Exposure measures how much of the work AI could speed up, not whether the job will disappear. A highly exposed job can change shape, with people spending less time on routine tasks and more on the rest. The score counts tasks AI can speed up on its own in full, and tasks that need extra software at half weight.

The ratings come from published research based on GPT-4 (2023). To show what's happening now, each task is also checked against the latest Anthropic Economic Index, which records which tasks people actually use AI for. That data is refreshed automatically when Anthropic publishes a new release. Read the full method.

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