AITakeover Tracker
35%medium risk

Layout Workers, Metal and Plastic

Lay out reference points and dimensions on metal or plastic stock or workpieces, such as sheets, plates, tubes, structural shapes, castings, or machine parts, for further processing. Includes shipfitters.

Higher risk than 66% of occupations

AI Impact Summary

Layout Workers, Metal and Plastic faces moderate AI displacement risk with a score of 35/100. This occupation has higher AI displacement risk than 66% of all analyzed occupations. Of 14 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.

Mathematics10%

High reliance on Mathematics 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.

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)

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.

Adaptability/Flexibility85%

Adaptability/Flexibility 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.

Instructing75%

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

Persuasion80%

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

AI-Augmented Skills (7)

Critical ThinkingJudgment and Decision MakingMonitoringActive LearningWritingSystems AnalysisTechnology Design

Recommended Courses

Courses matched to Layout Workers, 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

Courseraintermediate

Machine Learning Specialization

by Stanford / DeepLearning.AI

~10 weeks$49/mo4.9Certificate
Addresses vulnerability: Mathematics

Estimated Impact

-7pt 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

-3.7pt risk+$4K/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 School5%
High School Diploma60%
Some College12%
Post-Secondary Certificate15%
Associate's Degree9%

Prior Experience Needed

Work experience required to enter this job

None9%
1-3 months2%
6 months - 1 year9%
1-2 years55%
2-4 years6%
4-6 years18%

Training Provided After Hiring

How long it typically takes to learn on the job

None8%
Up to 1 month6%
1-3 months13%
3-6 months22%
6 months - 1 year26%
1-2 years18%
2-4 years6%

How AI Impacts Each Task

14 tasks analyzed

Mark curves, lines, holes, dimensions, and welding symbols onto workpieces, using scribes, soapstones, punches, and hand drills.

Risk: 47.0%AI: 35EstimatedTime: 10%

Plan locations and sequences of cutting, drilling, bending, rolling, punching, and welding operations, using compasses, protractors, dividers, and rules.

Risk: 84.0%AI: 87EstimatedTime: 10%

Fit and align fabricated parts to be welded or assembled.

Risk: 13.0%AI: 10EstimatedTime: 10%

Locate center lines and verify template positions, using measuring instruments such as gauge blocks, height gauges, and dial indicators.

Risk: 49.0%AI: 40EstimatedTime: 8%

Plan and develop layouts from blueprints and templates, applying knowledge of trigonometry, design, effects of heat, and properties of metals.

Risk: 53.0%AI: 65EstimatedTime: 10%

Lay out and fabricate metal structural parts such as plates, bulkheads, and frames.

Risk: 13.0%AI: 10EstimatedTime: 10%

Install doors, hatches, brackets, and clips.

Risk: 47.0%AI: 35EstimatedTime: 5%

Compute layout dimensions, and determine and mark reference points on metal stock or workpieces for further processing, such as welding and assembly.

Risk: 84.0%AI: 87EstimatedTime: 10%

Brace parts in position within hulls or ships for riveting or welding.

Risk: 11.0%AI: 5EstimatedTime: 5%

Lift and position workpieces in relation to surface plates, manually or with hoists, and using parallel blocks and angle plates.

Risk: 49.0%AI: 40EstimatedTime: 8%

Inspect machined parts to verify conformance to specifications.

Risk: 63.0%AI: 75EstimatedTime: 5%

Add dimensional details to blueprints or drawings made by other workers.

Risk: 86.0%AI: 92EstimatedTime: 4%

Design and prepare templates of wood, paper, or metal.

Risk: 13.0%AI: 10EstimatedTime: 3%

Apply pigment to layout surfaces, using paint brushes.

Risk: 49.0%AI: 40EstimatedTime: 2%

Protective Factors

Total protective discount: 27.7%

Essential Soft Skills

Traits that are hard for AI to replicate

Attention to DetailDependabilityIndependenceCooperationAchievement/EffortPersistenceAnalytical ThinkingIntegrityInitiativeInnovationSelf ControlStress Tolerance

Wage & Employment (2024)

Median Wage

$61,870

per year

Mean Wage

$65,770

per year

Employment

6K

workers

Wage Range

$40,430 - $93,230

10th - 90th pct

Wage Distribution

$40,430Median: $61,870$93,230
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

Refractory Materials Repairers, Except Brickmasons

20%
Low Risk

Median salary: $58,540

Higher risk than 7% of other occupations

Construction Carpenters

21%
Low Risk

Median salary: $59,310

Higher risk than 8% of other occupations

Terrazzo Workers and Finishers

21%
Low Risk

Median salary: $57,260

Higher risk than 9% of other occupations

Welders, Cutters, and Welder Fitters

21%
Low Risk

Median salary: $51,000

Higher risk than 10% of other occupations

Rough Carpenters

23%
Low Risk

Median salary: $59,310

Higher risk than 15% of other occupations

Sheet Metal Workers

24%
Low Risk

Median salary: $60,850

Higher risk than 17% of other occupations

Tile and Marble Setters

26%
Medium Risk

Median salary: $52,240

Higher risk than 23% of other occupations

Sawing Machine Setters, Operators, and Tenders, Wood

34%
Medium Risk

Median salary: $39,950

Higher risk than 63% of other occupations

Molding and Casting Workers

37%
Medium Risk

Median salary: $45,690

Higher risk than 72% of other occupations

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

38%
Medium Risk

Median salary: $46,060

Higher risk than 75% 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. Layout Workers, 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.

  • Mathematics

    High reliance on Mathematics 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.

Skills to Leverage

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

  • 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.

  • Adaptability/Flexibility

    Adaptability/Flexibility 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.

  • 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.

  • Monitoring

    Monitoring 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

+6.0

overall change

Checking for existing plan...