AITakeover Tracker
38%medium risk

Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic

Set up, operate, or tend more than one type of cutting or forming machine tool or robot.

Higher risk than 75% of occupations

AI Impact Summary

Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic faces moderate AI displacement risk with a score of 38/100. This occupation has higher AI displacement risk than 75% of all analyzed occupations. Of 21 analyzed tasks, 3 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.

Skill Impact Analysis

AI-Vulnerable Skills (6)

Mathematics10%

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

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.

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)

Manual Dexterity80%

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

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.

Complex Problem Solving75%

Complex Problem Solving 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.

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.

AI-Augmented Skills (7)

Critical ThinkingMonitoringJudgment and Decision MakingActive LearningWritingSystems AnalysisTechnology Design

Recommended Courses

Courses matched to Multiple Machine Tool 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

-6.8pt risk+$2K/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

-4.9pt risk+$2K/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

-3.5pt risk+$2K/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.

Education & Training

Percentage of workers at each education and training level

Education Level

Less than High School16%
High School Diploma56%
Some College25%
Post-Secondary Certificate1%
Associate's Degree3%

Prior Experience Needed

Work experience required to enter this job

None25%
Up to 1 month1%
1-3 months1%
3-6 months11%
6 months - 1 year11%
1-2 years7%
2-4 years26%
4-6 years11%
6-8 years1%
8-10 years6%
Over 10 years3%

Training Provided After Hiring

How long it typically takes to learn on the job

None10%
Up to 1 month29%
1-3 months19%
3-6 months8%
6 months - 1 year3%
1-2 years14%
2-4 years16%
4-6 years1%

How AI Impacts Each Task

21 tasks analyzed

Observe machine operation to detect workpiece defects or machine malfunctions, adjusting machines as necessary.

Risk: 53.0%AI: 50EstimatedTime: 10%

Set up and operate machines, such as lathes, cutters, shears, borers, millers, grinders, presses, drills, or auxiliary machines, to make metallic and plastic workpieces.

Risk: 49.0%AI: 40EstimatedTime: 15%

Inspect workpieces for defects, and measure workpieces to determine accuracy of machine operation, using rules, templates, or other measuring instruments.

Risk: 57.0%AI: 60EstimatedTime: 8%

Read blueprints or job orders to determine product specifications and tooling instructions and to plan operational sequences.

Risk: 84.0%AI: 87EstimatedTime: 5%

Start machines and turn handwheels or valves to engage feeding, cooling, and lubricating mechanisms.

Risk: 47.0%AI: 35EstimatedTime: 5%

Select, install, and adjust alignment of drills, cutters, dies, guides, and holding devices, using templates, measuring instruments, and hand tools.

Risk: 47.0%AI: 35EstimatedTime: 6%

Move controls or mount gears, cams, or templates in machines to set feed rates and cutting speeds, depths, and angles.

Risk: 49.0%AI: 40EstimatedTime: 5%

Position, adjust, and secure stock material or workpieces against stops, on arbors, or in chucks, fixtures, or automatic feeding mechanisms, manually or using hoists.

Risk: 47.0%AI: 35EstimatedTime: 8%

Set machine stops or guides to specified lengths as indicated by scales, rules, or templates.

Risk: 49.0%AI: 40EstimatedTime: 4%

Perform minor machine maintenance, such as oiling or cleaning machines, dies, or workpieces, or adding coolant to machine reservoirs.

Risk: 47.0%AI: 35EstimatedTime: 4%

Measure and mark reference points and cutting lines on workpieces, using traced templates, compasses, and rules.

Risk: 49.0%AI: 40EstimatedTime: 3%

Compute data, such as gear dimensions or machine settings, applying knowledge of shop mathematics.

Risk: 66.9%AI: 44.12ObservedTime: 3%

Remove burrs, sharp edges, rust, or scale from workpieces, using files, hand grinders, wire brushes, or power tools.

Risk: 47.0%AI: 35EstimatedTime: 4%

Instruct other workers in machine set-up and operation.

Risk: 27.0%AI: 30EstimatedTime: 3%

Change worn machine accessories, such as cutting tools or brushes, using hand tools.

Risk: 47.0%AI: 35EstimatedTime: 3%

Make minor electrical and mechanical repairs and adjustments to machines and notify supervisors when major service is required.

Risk: 13.0%AI: 10EstimatedTime: 3%

Extract or lift jammed pieces from machines, using fingers, wire hooks, or lift bars.

Risk: 13.0%AI: 10EstimatedTime: 2%

Select the proper coolants and lubricants and start their flow.

Risk: 53.0%AI: 50EstimatedTime: 2%

Record operational data, such as pressure readings, lengths of strokes, feed rates, or speeds.

Risk: 88.0%AI: 97EstimatedTime: 2%

Align layout marks with dies or blades.

Risk: 49.0%AI: 40EstimatedTime: 2%

Write programs for computer numerical control (CNC) machines to cut metal and plastic materials.

Risk: 86.0%AI: 92EstimatedTime: 3%

Protective Factors

Total protective discount: 25.2%

Essential Soft Skills

Traits that are hard for AI to replicate

Attention to DetailDependabilityAnalytical ThinkingInnovationInitiativeIntegrityCooperationIndependencePersistenceStress ToleranceAchievement/EffortSelf Control

Wage & Employment (2024)

Median Wage

$46,060

per year

Mean Wage

$48,590

per year

Employment

130K

workers

Wage Range

$34,130 - $72,850

10th - 90th pct

Wage Distribution

$34,130Median: $46,060$72,850
Career Planning

Explore other career paths

Compare displacement risk across occupations and find careers with stronger long-term prospects.

Alternate Career Paths

See all transitions

Sawing Machine Setters, Operators, and Tenders, Wood

34%
Medium Risk

Median salary: $39,950

Higher risk than 63% of other occupations

Paper Goods Machine Setters, Operators, and Tenders

38%
Medium Risk

Median salary: $49,390

Higher risk than 74% of other occupations

Tool Grinders, Filers, and Sharpeners

39%
Medium Risk

Median salary: $48,970

Higher risk than 77% of other occupations

Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic

40%
Medium Risk

Median salary: $48,620

Higher risk than 79% of other occupations

Computer-Controlled Machine Tool Operators, Metal and Plastic

40%
Medium Risk

Higher risk than 80% of other occupations

Cutting and Slicing Machine Setters, Operators, and Tenders

40%
Medium Risk

Median salary: $45,700

Higher risk than 81% of other occupations

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

42%
Medium Risk

Median salary: $48,630

Higher risk than 86% of other occupations

Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders

43%
Medium Risk

Median salary: $45,130

Higher risk than 87% of other occupations

Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic

43%
Medium Risk

Median salary: $45,190

Higher risk than 88% of other occupations

Coating, Painting, and Spraying Machine Setters, Operators, and Tenders

45%
Medium Risk

Higher risk than 92% of other occupations

Sales Managers

25%
Medium Risk

Higher risk than 20% of other occupations

Chief Executives

26%
Medium Risk

Higher risk than 23% of other occupations

General and Operations Managers

28%
Medium Risk

Higher risk than 29% of other occupations

Marketing Managers

30%
Medium Risk

Higher risk than 38% of other occupations

Advertising and Promotions Managers

31%
Medium Risk

Higher risk than 43% of other occupations

Computer and Information Systems Managers

31%
Medium Risk

Higher risk than 45% of other occupations

Subscribed — always updated

Recommendations

Skills to Develop

These skills are at risk from AI automation. Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic professionals should diversify beyond them.

  • Mathematics

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

  • Information Ordering

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

  • Reading Comprehension

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

  • Memorization

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

  • Mathematics

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

Skills to Leverage

These human-centric skills remain difficult for AI to replicate. Double down here.

  • Manual Dexterity

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

  • Adaptability/Flexibility

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

  • Leadership

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

  • Complex Problem Solving

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

  • Equipment Maintenance

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

Tools to Adopt

AI can amplify these skills. Learn the tools that augment rather than replace your work.

  • Critical Thinking

    Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Monitoring

    Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Judgment and Decision Making

    Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Active Learning

    Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Writing

    Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

Score History

Risk score over 2 scoring runs

+1.0

overall change

Checking for existing plan...