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Manufacturing & Production · Updated Aug 2026

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

Set up, operate, or tend machines to roll steel or plastic forming bends, beads, knurls, rolls, or plate, or to flatten, temper, or reduce gauge of material.

JVS 2.0.0-phase4b
AI Exposure
47/100
Moderate

How much of this occupation’s work can be materially affected by current AI systems.

Replacement Risk
42/100
Moderate

How likely exposure is to translate into reduced human demand.

Includes provisional estimates for AI adoption pressure and labour-market resilience. How this is measured

Evidence quality
Confidence82/100
Task coverage87%

Confidence reflects task coverage, mapping and capability-evidence quality, and how much of the score rests on provisional inputs.

Task-level evidence

What is driving the score?

Occupation scores are built from the task mix—not a single prediction about a job title.

JVS 2.0.0-phase4b
TaskImportanceAI impactExposure
Adjust and correct machine set-ups to reduce thicknesses, reshape products, and eliminate product defects.High
67
Start operation of rolling and milling machines to flatten, temper, form, and reduce sheet metal sections and to produce steel strips.High
67
Thread or feed sheets or rods through rolling mechanisms, or start and control mechanisms that automatically feed steel into rollers.High
69
Set distance points between rolls, guides, meters, and stops, according to specifications.High
70
Calculate draft space and roll speed for each mill stand to plan rolling sequences and specified dimensions and tempers.High
68
Position, align, and secure arbors, spindles, coils, mandrels, dies, and slitting knives.High
70
Select rolls, dies, roll stands, and chucks from data charts to form specified contours and to fabricate products.High
70
Read rolling orders, blueprints, and mill schedules to determine setup specifications, work sequences, product dimensions, and installation procedures.High
44
Monitor machine cycles and mill operation to detect jamming and to ensure that products conform to specifications.High
31
Examine, inspect, and measure raw materials and finished products to verify conformance to specifications.High
32
Manipulate controls and observe dial indicators to monitor, adjust, and regulate speeds of machine mechanisms.High
31
Fill oil cups, adjust valves, and observe gauges to control flow of metal coolants and lubricants onto workpieces.Medium
31
Install equipment such as guides, guards, gears, cooling equipment, and rolls, using hand tools.High
23
Signal and assist other workers to remove and position equipment, fill hoppers, and feed materials into machines.Medium
23
Direct and train other workers to change rolls, operate mill equipment, remove coils and cobbles, and band and load material.Medium
22
Disassemble sizing mills removed from rolling lines, and sort and store parts.Medium
16
Most exposed

Where AI can do more

Routine, digitized, and highly repeatable tasks face the greatest pressure.

  1. Set distance points between rolls, guides, meters, and stops, according to specifications.70
  2. Position, align, and secure arbors, spindles, coils, mandrels, dies, and slitting knives.70
  3. Select rolls, dies, roll stands, and chucks from data charts to form specified contours and to fabricate products.70
  4. Thread or feed sheets or rods through rolling mechanisms, or start and control mechanisms that automatically feed steel into rollers.69
Hardest to automate

Where people still matter

These tasks score lowest on automation feasibility—physical presence, judgement, accountability and real-world variability all resist end-to-end automation.

  1. Disassemble sizing mills removed from rolling lines, and sort and store parts.01
  2. Signal and assist other workers to remove and position equipment, fill hoppers, and feed materials into machines.02
  3. Direct and train other workers to change rolls, operate mill equipment, remove coils and cobbles, and band and load material.03
  4. Install equipment such as guides, guards, gears, cooling equipment, and rolls, using hand tools.04
  5. Monitor machine cycles and mill operation to detect jamming and to ensure that products conform to specifications.05
Where else this work leads

Related occupations

Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.

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AI risk 47

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AI risk 45

Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic

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Beyond AI capability

Adoption and labour-market outlook

Structural factors are kept separate from raw capability so you can see what actually resists automation. Adoption pressure and labour-market resilience are still provisional models—25% of this occupation’s replacement-risk weight rests on them.

Human dependency70
Physical dependency65
Adoption pressure53
Labour-market resilience66
Methodology & sources

O*NET 30.3 occupational data interpreted through the JobsVsAI capability, automation and structural-constraint models.

Confidence82/100
CalculatedAug 21, 2026
Read methodology →