AITakeover Tracker
32%medium risk

Patternmakers, Metal and Plastic

Lay out, machine, fit, and assemble castings and parts to metal or plastic foundry patterns, core boxes, or match plates.

Higher risk than 48% of occupations

AI Impact Summary

Patternmakers, Metal and Plastic faces moderate AI displacement risk with a score of 32/100. This occupation has higher AI displacement risk than 48% of all analyzed occupations. Of 15 analyzed tasks, 2 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.

Programming15%

Programming 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.

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.

Complex Problem Solving75%

Complex Problem Solving 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.

Equipment Maintenance78%

Equipment Maintenance 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 Patternmakers, 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+$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

-4.8pt 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

-3.6pt 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 School9%
High School Diploma33%
Some College15%
Post-Secondary Certificate40%
Associate's Degree2%

Prior Experience Needed

Work experience required to enter this job

None20%
Up to 1 month9%
1-3 months11%
3-6 months10%
6 months - 1 year1%
1-2 years13%
2-4 years6%
4-6 years29%

Training Provided After Hiring

How long it typically takes to learn on the job

Up to 1 month21%
1-3 months11%
3-6 months19%
6 months - 1 year24%
1-2 years6%
4-6 years18%

How AI Impacts Each Task

15 tasks analyzed

Program computerized numerical control machine tools.

Risk: 73.1%AI: 59.72ObservedTime: 10%

Verify conformance of patterns or template dimensions to specifications, using measuring instruments such as calipers, scales, and micrometers.

Risk: 40.1%AI: 17.85ObservedTime: 10%

Set up and operate machine tools, such as milling machines, lathes, drill presses, and grinders, to machine castings or patterns.

Risk: 11.0%AI: 5EstimatedTime: 15%

Create computer models of patterns or parts, using modeling software.

Risk: 55.0%AI: 70EstimatedTime: 8%

Repair and rework templates and patterns.

Risk: 11.0%AI: 5EstimatedTime: 8%

Assemble pattern sections, using hand tools, bolts, screws, rivets, glue, or welding equipment.

Risk: 47.0%AI: 35EstimatedTime: 8%

Read and interpret blueprints or drawings of parts to be cast or patterns to be made, compute dimensions, and plan operational sequences.

Risk: 55.0%AI: 70EstimatedTime: 8%

Construct platforms, fixtures, and jigs for holding and placing patterns.

Risk: 11.0%AI: 5EstimatedTime: 5%

Clean and finish patterns or templates, using emery cloths, files, scrapers, and power grinders.

Risk: 49.0%AI: 40EstimatedTime: 8%

Design and create templates, patterns, or coreboxes according to work orders, sample parts, or mockups.

Risk: 51.0%AI: 60EstimatedTime: 6%

Mark identification numbers or symbols onto patterns or templates.

Risk: 59.0%AI: 65EstimatedTime: 2%

Lay out and draw or scribe patterns onto material, using compasses, protractors, rulers, scribes, or other instruments.

Risk: 49.0%AI: 40EstimatedTime: 5%

Paint or lacquer patterns.

Risk: 57.0%AI: 60EstimatedTime: 3%

Select pattern materials such as wood, resin, and fiberglass.

Risk: 84.0%AI: 87EstimatedTime: 2%

Apply plastic-impregnated fabrics or coats of sealing wax or lacquer to patterns used to produce plastic.

Risk: 51.0%AI: 45EstimatedTime: 2%

Protective Factors

Total protective discount: 24.6%

Essential Soft Skills

Traits that are hard for AI to replicate

Attention to DetailDependabilityStress ToleranceCooperationIndependenceIntegritySelf ControlInitiativePersistenceAdaptability/FlexibilityLeadershipAchievement/Effort

Wage & Employment (2024)

Median Wage

$54,540

per year

Mean Wage

$57,930

per year

Employment

2K

workers

Wage Range

$39,150 - $79,690

10th - 90th pct

Wage Distribution

$39,150Median: $54,540$79,690
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

Model Makers, Wood

19%
Low Risk

Median salary: $51,850

Higher risk than 4% of other occupations

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

Glass Blowers, Molders, Benders, and Finishers

29%
Medium Risk

Median salary: $45,690

Higher risk than 35% 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

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

42%
Medium Risk

Median salary: $48,310

Higher risk than 84% of other occupations

Computer Numerically Controlled Machine Tool Programmers, Metal and Plastic

43%
Medium Risk

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. Patternmakers, 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.

  • Programming

    Programming 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.

  • 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.

  • Manual Dexterity

    Manual Dexterity 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.

  • Coordination

    Coordination 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

-2.0

overall change

Checking for existing plan...