AITakeover Tracker
38%medium risk

Engine and Other Machine Assemblers

Construct, assemble, or rebuild machines, such as engines, turbines, and similar equipment used in such industries as construction, extraction, textiles, and paper manufacturing.

Green Increased DemandHigher risk than 76% of occupations

AI Impact Summary

Engine and Other Machine Assemblers faces moderate AI displacement risk with a score of 38/100. This occupation has higher AI displacement risk than 76% of all analyzed occupations. Of 12 analyzed tasks, 1 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)

Reading Comprehension10%

High reliance on Reading Comprehension 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%

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.

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.

AI-Resistant Skills (11)

Adaptability/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Manual Dexterity80%

Manual Dexterity 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.

Persuasion80%

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

AI-Augmented Skills (7)

Critical ThinkingMonitoringJudgment and Decision MakingSystems AnalysisActive LearningWritingTechnology Design

Recommended Courses

Courses matched to Engine and Other Machine Assemblers 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 School11%
High School Diploma64%
Some College13%
Post-Secondary Certificate5%
Doctoral/Professional Degree7%

Prior Experience Needed

Work experience required to enter this job

None21%
Up to 1 month7%
1-3 months7%
6 months - 1 year24%
1-2 years14%
2-4 years4%
4-6 years4%
8-10 years7%
Over 10 years11%

Training Provided After Hiring

How long it typically takes to learn on the job

Up to 1 month19%
1-3 months16%
3-6 months32%
6 months - 1 year5%
1-2 years13%
2-4 years8%
4-6 years1%
6-8 years8%

How AI Impacts Each Task

12 tasks analyzed

Read and interpret assembly blueprints or specifications manuals and plan assembly or building operations.

Risk: 84.0%AI: 87EstimatedTime: 8%

Inspect, operate, and test completed products to verify functioning, machine capabilities, or conformance to customer specifications.

Risk: 59.0%AI: 65EstimatedTime: 10%

Position or align components for assembly, manually or using hoists.

Risk: 49.0%AI: 40EstimatedTime: 15%

Set and verify parts clearances.

Risk: 53.0%AI: 50EstimatedTime: 8%

Verify conformance of parts to stock lists or blueprints, using measuring instruments, such as calipers, gauges, or micrometers.

Risk: 60.3%AI: 27.62ObservedTime: 8%

Fasten or install piping, fixtures, or wiring and electrical components to form assemblies or subassemblies, using hand tools, rivet guns, or welding equipment.

Risk: 47.0%AI: 35EstimatedTime: 15%

Remove rough spots and smooth surfaces to fit, trim, or clean parts, using hand tools or power tools.

Risk: 51.0%AI: 45EstimatedTime: 8%

Lay out and drill, ream, tap, or cut parts for assembly.

Risk: 63.0%AI: 75EstimatedTime: 6%

Rework, repair, or replace damaged parts or assemblies.

Risk: 13.0%AI: 10EstimatedTime: 10%

Set up and operate metalworking machines, such as milling or grinding machines, to shape or fabricate parts.

Risk: 61.0%AI: 70EstimatedTime: 4%

Assemble systems of gears by aligning and meshing gears in gearboxes.

Risk: 51.0%AI: 45EstimatedTime: 5%

Maintain and lubricate parts or components.

Risk: 49.0%AI: 40EstimatedTime: 3%

Protective Factors

Total protective discount: 26.2%

Essential Soft Skills

Traits that are hard for AI to replicate

Attention to DetailIntegrityCooperationDependabilityInitiativeIndependenceInnovationAnalytical ThinkingPersistenceConcern for OthersSelf ControlAdaptability/Flexibility

Wage & Employment (2024)

Median Wage

$52,540

per year

Mean Wage

$56,040

per year

Employment

38K

workers

Wage Range

$37,950 - $74,300

10th - 90th pct

Wage Distribution

$37,950Median: $52,540$74,300
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

Print Binding and Finishing Workers

37%
Medium Risk

Median salary: $39,820

Higher risk than 71% of other occupations

Molding and Casting Workers

37%
Medium Risk

Median salary: $45,690

Higher risk than 72% of other occupations

Paper Goods Machine Setters, Operators, and Tenders

38%
Medium Risk

Median salary: $49,390

Higher risk than 74% 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

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

45%
Medium Risk

Median salary: $47,060

Higher risk than 90% of other occupations

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

45%
Medium Risk

Higher risk than 92% 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. Engine and Other Machine Assemblers professionals should diversify beyond them.

  • Reading Comprehension

    High reliance on Reading Comprehension 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

    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.

  • Mathematics

    Mathematics 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.

  • Manual Dexterity

    Manual Dexterity 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.

  • 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.

  • Systems Analysis

    Systems Analysis 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

+2.5

overall change

Checking for existing plan...