Takeover Tracker
42%medium risk

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.

Higher risk than 86% of occupations
Checking for existing plan...

How AI Impacts Each Task

19 tasks analyzed

Monitor machine cycles and mill operation to detect jamming and to ensure that products conform to specifications.

Risk: 65.0%AI: 80EstimatedTime: 15%

Adjust and correct machine set-ups to reduce thicknesses, reshape products, and eliminate product defects.

Risk: 17.0%AI: 20EstimatedTime: 10%

Start operation of rolling and milling machines to flatten, temper, form, and reduce sheet metal sections and to produce steel strips.

Risk: 61.0%AI: 70EstimatedTime: 5%

Examine, inspect, and measure raw materials and finished products to verify conformance to specifications.

Risk: 85.2%AI: 90EstimatedTime: 10%

Read rolling orders, blueprints, and mill schedules to determine setup specifications, work sequences, product dimensions, and installation procedures.

Risk: 86.0%AI: 92EstimatedTime: 5%

Thread or feed sheets or rods through rolling mechanisms, or start and control mechanisms that automatically feed steel into rollers.

Risk: 57.0%AI: 60EstimatedTime: 10%

Manipulate controls and observe dial indicators to monitor, adjust, and regulate speeds of machine mechanisms.

Risk: 67.0%AI: 85EstimatedTime: 10%

Set distance points between rolls, guides, meters, and stops, according to specifications.

Risk: 53.0%AI: 50EstimatedTime: 5%

Calculate draft space and roll speed for each mill stand to plan rolling sequences and specified dimensions and tempers.

Risk: 87.2%AI: 95EstimatedTime: 3%

Install equipment such as guides, guards, gears, cooling equipment, and rolls, using hand tools.

Risk: 13.0%AI: 10EstimatedTime: 4%

Select rolls, dies, roll stands, and chucks from data charts to form specified contours and to fabricate products.

Risk: 87.2%AI: 95EstimatedTime: 3%

Position, align, and secure arbors, spindles, coils, mandrels, dies, and slitting knives.

Risk: 45.0%AI: 30EstimatedTime: 5%

Fill oil cups, adjust valves, and observe gauges to control flow of metal coolants and lubricants onto workpieces.

Risk: 59.0%AI: 65EstimatedTime: 3%

Signal and assist other workers to remove and position equipment, fill hoppers, and feed materials into machines.

Risk: 23.0%AI: 20EstimatedTime: 3%

Activate shears and grinders to trim workpieces.

Risk: 57.0%AI: 60EstimatedTime: 2%

Record mill production on schedule sheets.

Risk: 89.2%AI: 100EstimatedTime: 2%

Remove scratches and polish roll surfaces, using polishing stones and electric buffers.

Risk: 47.0%AI: 35EstimatedTime: 2%

Direct and train other workers to change rolls, operate mill equipment, remove coils and cobbles, and band and load material.

Risk: 27.0%AI: 30EstimatedTime: 2%

Disassemble sizing mills removed from rolling lines, and sort and store parts.

Risk: 41.0%AI: 20EstimatedTime: 2%

Skill Impact Analysis

AI-Vulnerable Skills (6)

Information Ordering5%

High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Reading Comprehension10%

Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Mathematics10%

Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Mathematics10%

Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Programming15%

Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

AI-Resistant Skills (11)

Adaptability/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Leadership88%

Leadership is AI-resistant — strengthening this skill provides durable career protection.

Manual Dexterity80%

Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.

Equipment Maintenance78%

Equipment Maintenance is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Social Perceptiveness90%

Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

Instructing75%

Instructing is AI-resistant — strengthening this skill provides durable career protection.

Recommended Courses

Courses matched to Rolling Machine Setters, Operators, and Tenders, Metal and Plastic skill gaps, ranked by relevance to your displacement risk profile.

Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.

Upskill to Reduce Risk

Courses addressing your most AI-vulnerable skills

DataCampbeginner

SQL Fundamentals Skill Track

by DataCamp

21 hours$25/mo4.7Certificate
Addresses vulnerability: Information Ordering

Estimated Impact

-6.9pt risk+$3K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Pluralsightbeginner

Cybersecurity Fundamentals Path

by Pluralsight

30 hours$29/mo4.5Certificate
Enhances AI augmentation: Monitoring

Estimated Impact

-5.1pt risk+$3K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Courseraintermediate

Leading People and Teams Specialization

by University of Michigan

~6 weeks$49/mo4.7Certificate
Strengthens resilience: Leadership

Estimated Impact

-3.8pt risk+$3K/yr salary

We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.

Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.

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Higher risk than 78% of other occupations

Score History

Risk score over 2 scoring runs

+4.2

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

Less than High School13%
High School Diploma74%
Some College3%
Post-Secondary Certificate10%

Prior Experience Needed

Work experience required to enter this job

None30%
Up to 1 month13%
1-3 months13%
6 months - 1 year6%
1-2 years21%
2-4 years15%
4-6 years2%

Training Provided After Hiring

How long it typically takes to learn on the job

None2%
Up to 1 month12%
1-3 months40%
3-6 months15%
6 months - 1 year9%
1-2 years22%
2-4 years1%

Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis