AITakeover Tracker
33%medium risk

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

Set up, operate, or tend metal or plastic molding, casting, or coremaking machines to mold or cast metal or thermoplastic parts or products.

Higher risk than 58% of occupations

AI Impact Summary

Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic faces moderate AI displacement risk with a score of 33/100. This occupation has higher AI displacement risk than 58% of all analyzed occupations. Of 33 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)

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%

High reliance on Mathematics 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)

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.

Social Perceptiveness90%

Social Perceptiveness 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.

Instructing75%

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

AI-Augmented Skills (7)

MonitoringCritical ThinkingActive LearningJudgment and Decision MakingWritingSystems AnalysisTechnology Design

Recommended Courses

Courses matched to Molding, Coremaking, and Casting 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+$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+$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 School30%
High School Diploma57%
Some College11%
Post-Secondary Certificate2%

Prior Experience Needed

Work experience required to enter this job

None22%
Up to 1 month4%
1-3 months6%
3-6 months17%
6 months - 1 year9%
1-2 years18%
2-4 years13%
4-6 years5%
6-8 years5%
Over 10 years1%

Training Provided After Hiring

How long it typically takes to learn on the job

None12%
Up to 1 month6%
1-3 months28%
3-6 months7%
6 months - 1 year22%
1-2 years18%
2-4 years3%
4-6 years4%

How AI Impacts Each Task

33 tasks analyzed

Measure and visually inspect products for surface and dimension defects to ensure conformance to specifications, using precision measuring instruments.

Risk: 65.0%AI: 80EstimatedTime: 4%

Observe continuous operation of automatic machines to ensure that products meet specifications and to detect jams or malfunctions, making adjustments as necessary.

Risk: 63.0%AI: 75EstimatedTime: 5%

Set up, operate, or tend metal or plastic molding, casting, or coremaking machines to mold or cast metal or thermoplastic parts or products.

Risk: 51.0%AI: 45EstimatedTime: 5%

Turn valves and dials of machines to regulate pressure, temperature, and speed and feed rates, and to set cycle times.

Risk: 61.0%AI: 70EstimatedTime: 3%

Read specifications, blueprints, and work orders to determine setups, temperatures, and time settings required to mold, form, or cast plastic materials, as well as to plan production sequences.

Risk: 70.7%AI: 53.75ObservedTime: 2%

Observe meters and gauges to verify and record temperatures, pressures, and press-cycle times.

Risk: 86.0%AI: 92EstimatedTime: 2%

Connect water hoses to cooling systems of dies, using hand tools.

Risk: 41.0%AI: 20EstimatedTime: 1%

Remove parts, such as dies, from machines after production runs are finished.

Risk: 43.0%AI: 25EstimatedTime: 2%

Cool products after processing to prevent distortion.

Risk: 53.0%AI: 50EstimatedTime: 1%

Operate hoists to position dies or patterns on foundry floors.

Risk: 49.0%AI: 40EstimatedTime: 1%

Install dies onto machines or presses and coat dies with parting agents, according to work order specifications.

Risk: 43.0%AI: 25EstimatedTime: 2%

Unload finished products from conveyor belts, pack them in containers, and place containers in warehouses.

Risk: 61.0%AI: 70EstimatedTime: 3%

Perform maintenance work such as cleaning and oiling machines.

Risk: 41.0%AI: 20EstimatedTime: 2%

Remove finished or cured products from dies or molds, using hand tools, air hoses, and other equipment, stamping identifying information on products when necessary.

Risk: 43.0%AI: 25EstimatedTime: 2%

Obtain and move specified patterns to work stations, manually or using hoists, and secure patterns to machines, using wrenches.

Risk: 41.0%AI: 20EstimatedTime: 1%

Repair or replace damaged molds, pipes, belts, chains, or other equipment, using hand tools, hand-powered presses, or jib cranes.

Risk: 13.0%AI: 10EstimatedTime: 2%

Inventory and record quantities of materials and finished products, requisitioning additional supplies as necessary.

Risk: 86.0%AI: 92EstimatedTime: 1%

Select and install blades, tools, or other attachments for each operation.

Risk: 41.0%AI: 20EstimatedTime: 1%

Select coolants and lubricants, and start their flow.

Risk: 53.0%AI: 50EstimatedTime: 1%

Adjust equipment and workpiece holding fixtures, such as mold frames, tubs, and cutting tables, to ensure proper functioning.

Risk: 43.0%AI: 25EstimatedTime: 2%

Maintain inventories of materials.

Risk: 86.0%AI: 92EstimatedTime: 1%

Position and secure workpieces on machines, and start feeding mechanisms.

Risk: 45.0%AI: 30EstimatedTime: 2%

Trim excess material from parts, using knives, and grind scrap plastic into powder for reuse.

Risk: 43.0%AI: 25EstimatedTime: 2%

Smooth and clean inner surfaces of molds, using brushes, scrapers, air hoses, or grinding wheels, and fill imperfections with refractory material.

Risk: 41.0%AI: 20EstimatedTime: 1%

Mix and measure compounds, or weigh premixed compounds, and dump them into machine tubs, cavities, or molds.

Risk: 45.0%AI: 30EstimatedTime: 1%

Spray, smoke, or coat molds with compounds to lubricate or insulate molds, using acetylene torches or sprayers.

Risk: 43.0%AI: 25EstimatedTime: 1%

Preheat tools, dies, plastic materials, or patterns, using blowtorches or other equipment.

Risk: 41.0%AI: 20EstimatedTime: 1%

Pour or load metal or sand into melting pots, furnaces, molds, or hoppers, using shovels, ladles, or machines.

Risk: 43.0%AI: 25EstimatedTime: 1%

Clamp metal and plywood strips around dies or patterns to form molds.

Risk: 41.0%AI: 20EstimatedTime: 1%

Pull level and toggle latches to fill molds, to regulate tension on sheeting, and to release mold covers.

Risk: 43.0%AI: 25EstimatedTime: 1%

Skim or pour dross, slag, or impurities from molten metal, using ladles, rakes, hoes, spatulas, or spoons.

Risk: 39.0%AI: 15EstimatedTime: 22%

Shape molds to specified contours, using sand, and trowels and related tools.

Risk: 11.0%AI: 5EstimatedTime: 12%

Assemble shell halves, patterns, and foundry flasks, and reinforce core boxes, using glue, clamps, wire, bolts, rams, or machines.

Risk: 49.0%AI: 40EstimatedTime: 15%

Protective Factors

Total protective discount: 24.7%

Essential Soft Skills

Traits that are hard for AI to replicate

DependabilityAttention to DetailCooperationIntegrityIndependenceInitiativeStress ToleranceAnalytical ThinkingSelf ControlAchievement/EffortPersistenceAdaptability/Flexibility

Wage & Employment (2024)

Median Wage

$41,230

per year

Mean Wage

$44,130

per year

Employment

155K

workers

Wage Range

$31,990 - $60,110

10th - 90th pct

Wage Distribution

$31,990Median: $41,230$60,110
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

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

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

35%
Medium Risk

Median salary: $49,240

Higher risk than 67% of other occupations

Molding and Casting Workers

37%
Medium Risk

Median salary: $45,690

Higher risk than 72% of other occupations

Woodworking Machine Setters, Operators, and Tenders, Except Sawing

40%
Medium Risk

Median salary: $40,440

Higher risk than 81% 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

Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders

45%
Medium Risk

Median salary: $47,060

Higher risk than 90% of other occupations

Adhesive Bonding Machine Operators and Tenders

46%
Medium Risk

Median salary: $45,210

Higher risk than 93% 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. Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic professionals should diversify beyond them.

  • 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

    High reliance on Mathematics 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.

  • 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.

  • Social Perceptiveness

    Social Perceptiveness 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.

  • Active Learning

    Active Learning 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.

  • 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

-3.2

overall change

Checking for existing plan...