Takeover Tracker
30%medium risk

Maintenance Workers, Machinery

Lubricate machinery, change parts, or perform other routine machinery maintenance.

Higher risk than 37% of occupations
Checking for existing plan...

How AI Impacts Each Task

18 tasks analyzed

Start machines and observe mechanical operation to determine efficiency and to detect problems.

Risk: 51.0%AI: 60EstimatedTime: 8%

Read work orders and specifications to determine machines and equipment requiring repair or maintenance.

Risk: 86.0%AI: 92EstimatedTime: 5%

Inspect or test damaged machine parts, and mark defective areas or advise supervisors of repair needs.

Risk: 47.0%AI: 50EstimatedTime: 8%

Reassemble machines after the completion of repair or maintenance work.

Risk: 13.0%AI: 10EstimatedTime: 10%

Dismantle machines and remove parts for repair, using hand tools, chain falls, jacks, cranes, or hoists.

Risk: 11.0%AI: 5EstimatedTime: 10%

Install, replace, or change machine parts and attachments, according to production specifications.

Risk: 13.0%AI: 10EstimatedTime: 10%

Collaborate with other workers to repair or move machines, machine parts, or equipment.

Risk: 19.0%AI: 10EstimatedTime: 5%

Inventory and requisition machine parts, equipment, and other supplies so that stock can be maintained and replenished.

Risk: 88.0%AI: 97EstimatedTime: 4%

Record production, repair, and machine maintenance information.

Risk: 86.0%AI: 92EstimatedTime: 5%

Set up and operate machines, and adjust controls to regulate operations.

Risk: 57.0%AI: 60EstimatedTime: 5%

Lubricate or apply adhesives or other materials to machines, machine parts, or other equipment, according to specified procedures.

Risk: 53.0%AI: 50EstimatedTime: 5%

Collect and discard worn machine parts and other refuse to maintain machinery and work areas.

Risk: 51.0%AI: 45EstimatedTime: 3%

Clean machines and machine parts, using cleaning solvents, cloths, air guns, hoses, vacuums, or other equipment.

Risk: 51.0%AI: 45EstimatedTime: 5%

Transport machine parts, tools, equipment, and other material between work areas and storage, using cranes, hoists, or dollies.

Risk: 61.0%AI: 70EstimatedTime: 5%

Replace, empty, or replenish machine and equipment containers such as gas tanks or boxes.

Risk: 53.0%AI: 50EstimatedTime: 3%

Replace or repair metal, wood, leather, glass, or other lining in machines, or in equipment compartments or containers.

Risk: 13.0%AI: 10EstimatedTime: 4%

Remove hardened material from machines or machine parts, using abrasives, power and hand tools, jackhammers, sledgehammers, or other equipment.

Risk: 11.0%AI: 5EstimatedTime: 3%

Measure, mix, prepare, and test chemical solutions used to clean or repair machinery and equipment.

Risk: 57.0%AI: 60EstimatedTime: 2%

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.

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.

Equipment Maintenance78%

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

Manual Dexterity80%

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

Coordination70%

Coordination 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.

Social Perceptiveness90%

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

Persuasion80%

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

Recommended Courses

Courses matched to Maintenance Workers, Machinery 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

Courserabeginner

Google UX Design Professional Certificate

by Google

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

Estimated Impact

-4.7pt 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

-3.9pt 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.

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Score History

Risk score over 2 scoring runs

+0.4

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

Less than High School4%
High School Diploma39%
Some College21%
Post-Secondary Certificate25%
Associate's Degree10%

Prior Experience Needed

Work experience required to enter this job

None1%
Up to 1 month3%
1-3 months7%
6 months - 1 year18%
1-2 years17%
2-4 years29%
4-6 years2%
6-8 years6%
8-10 years3%
Over 10 years14%

Training Provided After Hiring

How long it typically takes to learn on the job

Up to 1 month7%
1-3 months16%
3-6 months7%
6 months - 1 year29%
1-2 years17%
2-4 years16%
4-6 years8%

Related News

Recent articles about AI affecting this occupation

2 articles

AI-driven diagnostics to reshape heavy equipment maintenance jobs by 2035

A new market analysis projects massive growth in the crane aftermarket, fueled by smart diagnostics. Mechanics and technicians will need to upskill as predictive AI shifts the focus from manual repairs to software-driven maintenance.

NewsData AI & Jobs3d ago

Robot Dogs are Reading Industrial Meters and Thermostats

Boston Dynamics' Spot robot can now autonomously read analog gauges and thermometers in industrial facilities using Google's AI. This directly automates routine facility inspection and monitoring roles previously requiring human walkthroughs.

Ars TechnicaApr 15

Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis