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US job code 51-4023People-facingHigh change by 2035

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

Machines can already do 25% of this job's tasks. By 2035 that rises to 63%. The job changes before it disappears.

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Share of the work machines can do

Worldwide baseline, 2026 to 2050

100%75%50%25%20262035205025%Half: 2033

Rolling Machine Setters, Operators, and Tenders, Metal and Plastic in 2026: the short answer

  • Today: machines can do 25% of this job's tasks, and AI use is already seen in 0% of them.
  • Forecast: machines can do half of its tasks by 2033, and 63% by 2035, according to the 311 Strategic Intelligence Unit.
  • Size: 25,250 people do this job in the United States, on a median pay of $50,140 a year.
  • Contact with people: it scores 71% for contact with people.
  • Also called: Breakdown Mill Operator, Calender Operator, Cold Mill Operator, Machine Operator.

Updated by the 311 Strategic Intelligence Unit. These are worldwide baseline figures; the Workforce Starburst shows them for your country. Go deeper: How ready am I? or an executive briefing.

Machines can do today
25%of the tasks, 2026
By 2035
63%half the tasks by 2033
US median pay
$50,140a year, May 2025
US jobs
25k25,250 people
Contact with people
71%how people-facing
Step 1AnticipateWhat is changing? Free to everyone

How the work changes, task by task

The tasks that take up most of the day, with the share of each that machines can do in 2026 (dark) and 2035 (pink). Worldwide baseline.

TaskShare of the dayMachines can do2026 to 2035
Monitor machine cycles and mill operation to detect jamming and to ensure that products conform to specifications22%
20% to 60%
Adjust and correct machine set-ups to reduce thicknesses, reshape products, and eliminate product defects9%
20% to 60%
Examine, inspect, and measure raw materials and finished products to verify conformance to specifications9%
20% to 60%
Manipulate controls and observe dial indicators to monitor, adjust, and regulate speeds of machine mechanisms7%
30% to 75%
Set distance points between rolls, guides, meters, and stops, according to specifications6%
30% to 75%
Start operation of rolling and milling machines to flatten, temper, form, and reduce sheet metal sections and to produce steel strips5%
20% to 60%
Read rolling orders, blueprints, and mill schedules to determine setup specifications, work sequences, product dimensions, and installation procedures5%
55% to 85%
Install equipment such as guides, guards, gears, cooling equipment, and rolls, using hand tools5%
20% to 60%
Step 2AssessWhy should I care? Free to everyone

The skills this job runs on

The skills rolling machine setters, operators, and tenders, metal and plastic use most, most used first.

Physical and manualProfessionalism and work ethicOperations and processProduction and makingTrade craftsCommunicationInterdisciplinary thinkingInterpersonal skills

Safer jobs nearby

Jobs with a similar skill shape where machines can do less of the work by 2035.

Step 3ActWhat do I do about it? Free plan and up
What do I do about it

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Questions

When will machines do half of the tasks of Rolling Machine Setters, Operators, and Tenders, Metal and Plastic?

Machines can do half of its tasks by 2033. That is the worldwide baseline from the 311 Workforce Starburst, before adjusting for country.

Will AI take the job of rolling machine setters, operators, and tenders, metal and plastic?

Machines can do 25% of the tasks of rolling machine setters, operators, and tenders, metal and plastic today and 63% by 2035. The job changes before it disappears: the routine tasks move first.

Sources and citing

Tasks and their share of the day: O*NET 31.0, occupation 51-4023.00 (US Department of Labor, CC BY 4.0). Pay and jobs: US Bureau of Labor Statistics, Occupational Employment and Wage Statistics, May 2025. AI use today: Anthropic Economic Index (CC BY). Scoring and forecast: the 311 Strategic Intelligence Unit; after 2035 the figures extend each trend, with lower confidence. Foresight, not advice.

Cite as: 311 Institute (2026). Rolling Machine Setters, Operators, and Tenders, Metal and Plastic: the outlook to 2050. 311 Workforce Starburst. https://www.311institute.com/jobs/rolling-machine-setters-operators-and-tenders-metal-and-plastic/