Production & ManufacturingO*NET: 51-4023.00
Will AI Replace 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.
87out of 100
Critical Risk
AI Risk Score
87/100
Risk Level
Critical
Job Zone
2/5
Entry
Total Tasks Analyzed
15
🤖 What AI Can Do
- ▸Monitor machine cycles and mill operation to detect jamming and to ensure that products conform to specifications.
- ▸Examine, inspect, and measure raw materials and finished products to verify conformance to specifications.
- ▸Manipulate controls and observe dial indicators to monitor, adjust, and regulate speeds of machine mechanisms.
- ▸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.
👤 What Requires Humans
- ▸Install equipment such as guides, guards, gears, cooling equipment, and rolls, using hand tools.
- ▸Direct and train other workers to change rolls, operate mill equipment, remove coils and cobbles, and band and load material.
Task Breakdown
🤖AI Can Automate (5)
- Monitor machine cycles and mill operation to detect jamming and to ensure that products conform to specifications.
- Examine, inspect, and measure raw materials and finished products to verify conformance to specifications.
- Manipulate controls and observe dial indicators to monitor, adjust, and regulate speeds of machine mechanisms.
- 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.
👤Requires Humans (2)
- Install equipment such as guides, guards, gears, cooling equipment, and rolls, using hand tools.
- Direct and train other workers to change rolls, operate mill equipment, remove coils and cobbles, and band and load material.
⚡AI-Assisted (8)
- 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.
- Read rolling orders, blueprints, and mill schedules to determine setup specifications, work sequences, product dimensions, and installation procedures.
- Set distance points between rolls, guides, meters, and stops, according to specifications.
- Position, align, and secure arbors, spindles, coils, mandrels, dies, and slitting knives.
- Fill oil cups, adjust valves, and observe gauges to control flow of metal coolants and lubricants onto workpieces.
- Activate shears and grinders to trim workpieces.
- Signal and assist other workers to remove and position equipment, fill hoppers, and feed materials into machines.
Key Skills Analysis
Operations MonitoringAI-Vulnerable
Importance: 4.00/5.00
Operation and Control
Importance: 4.00/5.00
Quality Control AnalysisAI-Vulnerable
Importance: 3.62/5.00
Monitoring
Importance: 3.50/5.00
Speaking
Importance: 3.25/5.00
Active Listening
Importance: 3.12/5.00
Critical ThinkingAI-Resistant
Importance: 3.12/5.00
Reading ComprehensionAI-Vulnerable
Importance: 3.00/5.00
Active LearningAI-Resistant
Importance: 3.00/5.00
CoordinationAI-Resistant
Importance: 3.00/5.00
Complex Problem SolvingAI-Resistant
Importance: 3.00/5.00
Equipment Maintenance
Importance: 3.00/5.00
Troubleshooting
Importance: 3.00/5.00
Repairing
Importance: 3.00/5.00
Judgment and Decision MakingAI-Resistant
Importance: 3.00/5.00
Related Occupations
Cutting and Slicing Machine Setters, Operators, and Tenders
88/100 — Critical Risk
Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic
87/100 — Critical Risk
Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic
89/100 — Critical Risk
Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic
89/100 — Critical Risk
Woodworking Machine Setters, Operators, and Tenders, Except Sawing
86/100 — Critical Risk
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Frequently Asked Questions
Based on our analysis, Rolling Machine Setters, Operators, and Tenders, Metal and Plastic have a critical risk of AI replacement with a score of 87/100. Many routine tasks in this role can be automated, but human oversight remains important.
Last updated: 2026-03-28· Data from O*NET 30.2 & Frey/Osborne automation research