AITakeover Tracker
42%medium risk

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

Set up, operate, or tend milling or planing machines to mill, plane, shape, groove, or profile metal or plastic work pieces.

Higher risk than 84% of occupations

AI Impact Summary

Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic faces moderate AI displacement risk with a score of 42/100. This occupation has higher AI displacement risk than 84% of all analyzed occupations. Of 15 analyzed tasks, 4 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.

Mathematics10%

Mathematics 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.

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.

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.

Equipment Maintenance78%

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

Service Orientation82%

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

AI-Augmented Skills (7)

MonitoringCritical ThinkingJudgment and Decision MakingActive LearningWritingSystems AnalysisTechnology Design

Recommended Courses

Courses matched to Milling and Planing 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

-6.8pt 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

-3.6pt 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.

Education & Training

Percentage of workers at each education and training level

Education Level

Less than High School16%
High School Diploma50%
Some College1%
Post-Secondary Certificate26%
Associate's Degree2%
Bachelor's Degree4%

Prior Experience Needed

Work experience required to enter this job

None34%
1-3 months9%
3-6 months8%
6 months - 1 year25%
1-2 years15%
2-4 years3%
4-6 years1%
Over 10 years4%

Training Provided After Hiring

How long it typically takes to learn on the job

None1%
Up to 1 month29%
1-3 months29%
3-6 months12%
6 months - 1 year14%
1-2 years17%

How AI Impacts Each Task

15 tasks analyzed

Position and secure workpieces on machines, using holding devices, measuring instruments, hand tools, and hoists.

Risk: 45.0%AI: 30EstimatedTime: 12%

Remove workpieces from machines, and check to ensure that they conform to specifications, using measuring instruments such as microscopes, gauges, calipers, and micrometers.

Risk: 49.0%AI: 40EstimatedTime: 12%

Verify alignment of workpieces on machines, using measuring instruments, such as rules, gauges, or calipers.

Risk: 49.0%AI: 40EstimatedTime: 8%

Move cutters or material manually or by turning handwheels, or engage automatic feeding mechanisms to mill workpieces to specifications.

Risk: 47.0%AI: 35EstimatedTime: 15%

Observe milling or planing machine operation and adjust controls to ensure conformance with specified tolerances.

Risk: 57.0%AI: 60EstimatedTime: 15%

Select cutting speeds, feed rates, and depths of cuts, applying knowledge of metal properties and shop mathematics.

Risk: 86.0%AI: 92EstimatedTime: 5%

Study blueprints, layouts, sketches, or work orders to assess workpiece specifications and to determine tooling instructions, tools and materials needed, and sequences of operations.

Risk: 84.0%AI: 87EstimatedTime: 5%

Compute dimensions, tolerances, and angles of workpieces or machines, according to specifications and knowledge of metal properties and shop mathematics.

Risk: 88.0%AI: 97EstimatedTime: 5%

Move controls to set cutting specifications, to position cutting tools and workpieces in relation to each other, and to start machines.

Risk: 53.0%AI: 50EstimatedTime: 6%

Replace worn tools, using hand tools, and sharpen dull tools, using bench grinders.

Risk: 43.0%AI: 25EstimatedTime: 4%

Select and install cutting tools and other accessories according to specifications, using hand tools or power tools.

Risk: 45.0%AI: 30EstimatedTime: 4%

Turn valves or pull levers to start and regulate the flow of coolant or lubricant to work areas.

Risk: 51.0%AI: 45EstimatedTime: 3%

Record production output.

Risk: 88.0%AI: 97EstimatedTime: 2%

Mount attachments and tools, such as pantographs, engravers, or routers to perform other operations, such as drilling or boring.

Risk: 45.0%AI: 30EstimatedTime: 2%

Make templates or cutting tools.

Risk: 15.0%AI: 15EstimatedTime: 2%

Protective Factors

Total protective discount: 24.2%

Essential Soft Skills

Traits that are hard for AI to replicate

Attention to DetailDependabilityCooperationSelf ControlInitiativeIntegrityStress ToleranceAchievement/EffortPersistenceIndependenceAdaptability/FlexibilityAnalytical Thinking

Wage & Employment (2024)

Median Wage

$48,310

per year

Mean Wage

$52,940

per year

Employment

14K

workers

Wage Range

$36,810 - $75,000

10th - 90th pct

Wage Distribution

$36,810Median: $48,310$75,000
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

Tool and Die Makers

24%
Low Risk

Median salary: $63,180

Higher risk than 17% of other occupations

Patternmakers, Wood

25%
Low Risk

Median salary: $52,520

Higher risk than 19% of other occupations

Model Makers, Metal and Plastic

28%
Medium Risk

Median salary: $62,700

Higher risk than 30% of other occupations

Patternmakers, Metal and Plastic

32%
Medium Risk

Median salary: $54,540

Higher risk than 48% of other occupations

Sawing Machine Setters, Operators, and Tenders, Wood

34%
Medium Risk

Median salary: $39,950

Higher risk than 63% of other occupations

Machinists

37%
Medium Risk

Median salary: $56,150

Higher risk than 71% 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

Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic

41%
Medium Risk

Median salary: $46,630

Higher risk than 83% of other occupations

Printing Press Operators

42%
Medium Risk

Median salary: $45,160

Higher risk than 86% 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

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. Milling and Planing Machine 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.

  • Mathematics

    Mathematics 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.

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.

  • Coordination

    Coordination 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.

Tools to Adopt

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

  • Monitoring

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

  • Critical Thinking

    Critical Thinking 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

+1.1

overall change

Checking for existing plan...