AITakeover Tracker
15%low risk

Millwrights

Install, dismantle, or move machinery and heavy equipment according to layout plans, blueprints, or other drawings.

Green Increased DemandHigher risk than 1% of occupations

AI Impact Summary

Millwrights faces low AI displacement risk with a score of 15/100. This occupation has higher AI displacement risk than 1% of all analyzed occupations. Of 23 analyzed tasks, 0 are highly automatable. 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.

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)

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.

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.

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.

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 Millwrights 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

-7.4pt risk+$4K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Courserabeginner

Google UX Design Professional Certificate

by Google

~5 months$49/mo4.8Certificate
Enhances AI augmentation: Critical Thinking

Estimated Impact

-5.1pt risk+$4K/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+$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 School4%
High School Diploma57%
Some College30%
Associate's Degree9%

Prior Experience Needed

Work experience required to enter this job

None17%
6 months - 1 year4%
1-2 years8%
2-4 years21%
4-6 years46%
8-10 years4%

Training Provided After Hiring

How long it typically takes to learn on the job

Up to 1 month8%
3-6 months4%
6 months - 1 year4%
1-2 years4%
2-4 years33%
4-6 years46%

How AI Impacts Each Task

23 tasks analyzed

Insert shims, adjust tension on nuts and bolts, or position parts, using hand tools and measuring instruments, to set specified clearances between moving and stationary parts.

Risk: 11.0%AI: 5EstimatedTime: 6%

Level bedplate and establish centerline, using straightedge, levels, and transit.

Risk: 11.0%AI: 5EstimatedTime: 5%

Align machines or equipment, using hoists, jacks, hand tools, squares, rules, micrometers, lasers, or plumb bobs.

Risk: 11.0%AI: 5EstimatedTime: 6%

Signal crane operator to lower basic assembly units to bedplate, and align unit to centerline.

Risk: 19.0%AI: 10EstimatedTime: 3%

Assemble and install equipment, using hand tools and power tools.

Risk: 11.0%AI: 5EstimatedTime: 6%

Conduct preventative maintenance and repair, and lubricate machines and equipment.

Risk: 41.0%AI: 20EstimatedTime: 5%

Replace defective parts of machine or adjust clearances and alignment of moving parts.

Risk: 11.0%AI: 5EstimatedTime: 5%

Attach moving parts and subassemblies to basic assembly unit, using hand tools and power tools.

Risk: 43.0%AI: 25EstimatedTime: 4%

Lay out mounting holes, using measuring instruments, and drill holes with power drill.

Risk: 11.0%AI: 5EstimatedTime: 4%

Assemble machines, and bolt, weld, rivet, or otherwise fasten them to foundation or other structures, using hand tools and power tools.

Risk: 11.0%AI: 5EstimatedTime: 5%

Position steel beams to support bedplates of machines and equipment, using blueprints and schematic drawings, to determine work procedures.

Risk: 35.0%AI: 20EstimatedTime: 4%

Move machinery and equipment, using hoists, dollies, rollers, and trucks.

Risk: 11.0%AI: 5EstimatedTime: 4%

Shrink-fit bushings, sleeves, rings, liners, gears, and wheels to specified items, using portable gas heating equipment.

Risk: 11.0%AI: 5EstimatedTime: 3%

Weld, repair, and fabricate equipment or machinery.

Risk: 11.0%AI: 5EstimatedTime: 5%

Dismantle machinery and equipment for shipment to installation site, usually performing installation and maintenance work as part of team.

Risk: 11.0%AI: 5EstimatedTime: 4%

Dismantle machines, using hammers, wrenches, crowbars, and other hand tools.

Risk: 39.0%AI: 15EstimatedTime: 4%

Fabricate and dismantle parts, equipment, and machines, using a cutting torch or other cutting equipment.

Risk: 11.0%AI: 5EstimatedTime: 4%

Bolt parts, such as side and deck plates, jaw plates, and journals, to basic assembly unit.

Risk: 41.0%AI: 20EstimatedTime: 4%

Construct foundation for machines, using hand tools and building materials such as wood, cement, and steel.

Risk: 11.0%AI: 5EstimatedTime: 3%

Install robot and modify its program, using teach pendant.

Risk: 47.0%AI: 50EstimatedTime: 3%

Troubleshoot equipment, electrical components, hydraulics, or other mechanical systems.

Risk: 51.0%AI: 60EstimatedTime: 6%

Connect power unit to machines or steam piping to equipment, and test unit to evaluate its mechanical operation.

Risk: 35.0%AI: 20EstimatedTime: 4%

Operate engine lathe to grind, file, and turn machine parts to dimensional specifications.

Risk: 11.0%AI: 5EstimatedTime: 3%

Protective Factors

Total protective discount: 32.8%

Essential Soft Skills

Traits that are hard for AI to replicate

Attention to DetailDependabilityIntegrityCooperationAdaptability/FlexibilityStress TolerancePersistenceInitiativeAchievement/EffortSelf ControlAnalytical ThinkingConcern for Others

Wage & Employment (2024)

Median Wage

$65,170

per year

Mean Wage

$68,640

per year

Employment

41K

workers

Wage Range

$45,100 - $93,740

10th - 90th pct

Wage Distribution

$45,100Median: $65,170$93,740
Career Planning

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Recommendations

Skills to Develop

These skills are at risk from AI automation. Millwrights 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.

  • 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.

  • 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.

  • Equipment Maintenance

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

  • Instructing

    Instructing 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

+1.3

overall change

Checking for existing plan...