AITakeover Tracker
35%medium risk

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

Set up, operate, or tend forging machines to taper, shape, or form metal or plastic parts.

Higher risk than 67% of occupations

AI Impact Summary

Forging Machine Setters, Operators, and Tenders, Metal and Plastic faces moderate AI displacement risk with a score of 35/100. This occupation has higher AI displacement risk than 67% of all analyzed occupations. Of 13 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%

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

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)

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.

Social Perceptiveness90%

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

Coordination70%

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

Equipment Maintenance78%

Equipment Maintenance 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.

Persuasion80%

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

AI-Augmented Skills (7)

MonitoringCritical ThinkingWritingJudgment and Decision MakingActive LearningSystems AnalysisTechnology Design

Recommended Courses

Courses matched to Forging 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

-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

-3.8pt 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.

Education & Training

Percentage of workers at each education and training level

Education Level

Less than High School18%
High School Diploma82%

Prior Experience Needed

Work experience required to enter this job

None35%
Up to 1 month11%
3-6 months9%
6 months - 1 year15%
1-2 years5%
2-4 years20%
4-6 years5%

Training Provided After Hiring

How long it typically takes to learn on the job

None3%
Up to 1 month11%
1-3 months22%
3-6 months17%
6 months - 1 year12%
1-2 years25%
2-4 years5%
4-6 years5%

How AI Impacts Each Task

13 tasks analyzed

Read work orders or blueprints to determine specified tolerances and sequences of operations for machine setup.

Risk: 84.0%AI: 87EstimatedTime: 5%

Position and move metal wires or workpieces through a series of dies that compress and shape stock to form die impressions.

Risk: 49.0%AI: 40EstimatedTime: 20%

Measure and inspect machined parts to ensure conformance to product specifications.

Risk: 61.0%AI: 70EstimatedTime: 10%

Set up, operate, or tend presses and forging machines to perform hot or cold forging by flattening, straightening, bending, cutting, piercing, or other operations to taper, shape, or form metal.

Risk: 49.0%AI: 40EstimatedTime: 25%

Turn handles or knobs to set pressures and depths of ram strokes and to synchronize machine operations.

Risk: 47.0%AI: 35EstimatedTime: 5%

Install, adjust, and remove dies, synchronizing cams, forging hammers, and stop guides, using overhead cranes or other hoisting devices, and hand tools.

Risk: 13.0%AI: 10EstimatedTime: 8%

Start machines to produce sample workpieces, and observe operations to detect machine malfunctions and to verify that machine setups conform to specifications.

Risk: 80.0%AI: 77EstimatedTime: 5%

Confer with other workers about machine setups and operational specifications.

Risk: 23.0%AI: 20EstimatedTime: 3%

Trim and compress finished forgings to specified tolerances.

Risk: 49.0%AI: 40EstimatedTime: 8%

Remove dies from machines when production runs are finished.

Risk: 47.0%AI: 35EstimatedTime: 3%

Repair, maintain, and replace parts on dies.

Risk: 13.0%AI: 10EstimatedTime: 4%

Select, align, and bolt positioning fixtures, stops, and specified dies to rams and anvils, forging rolls, or presses and hammers.

Risk: 47.0%AI: 35EstimatedTime: 2%

Sharpen cutting tools and drill bits, using bench grinders.

Risk: 49.0%AI: 40EstimatedTime: 2%

Protective Factors

Total protective discount: 26.4%

Essential Soft Skills

Traits that are hard for AI to replicate

Attention to DetailDependabilityCooperationIntegritySelf ControlAdaptability/FlexibilityStress ToleranceInitiativeLeadershipIndependenceInnovationPersistence

Wage & Employment (2024)

Median Wage

$49,240

per year

Mean Wage

$50,900

per year

Employment

9K

workers

Wage Range

$35,150 - $69,540

10th - 90th pct

Wage Distribution

$35,150Median: $49,240$69,540
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

Welders, Cutters, and Welder Fitters

21%
Low Risk

Median salary: $51,000

Higher risk than 10% of other occupations

Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic

33%
Medium Risk

Median salary: $41,230

Higher risk than 58% of other occupations

Sawing Machine Setters, Operators, and Tenders, Wood

34%
Medium Risk

Median salary: $39,950

Higher risk than 63% of other occupations

Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic

35%
Medium Risk

Median salary: $45,590

Higher risk than 64% 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

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

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

43%
Medium Risk

Median salary: $45,130

Higher risk than 87% of other occupations

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

45%
Medium Risk

Higher risk than 92% of other occupations

Packaging and Filling Machine Operators and Tenders

47%
Medium Risk

Median salary: $40,900

Higher risk than 95% 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. Forging 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

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

  • 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.

  • 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.

  • Social Perceptiveness

    Social Perceptiveness 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.

  • 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.

  • Writing

    Writing 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.

Score History

Risk score over 2 scoring runs

+1.0

overall change

Checking for existing plan...