Maintenance Workers, Machinery
Lubricate machinery, change parts, or perform other routine machinery maintenance.
How AI Impacts Each Task
18 tasks analyzed
Start machines and observe mechanical operation to determine efficiency and to detect problems.
Read work orders and specifications to determine machines and equipment requiring repair or maintenance.
Inspect or test damaged machine parts, and mark defective areas or advise supervisors of repair needs.
Reassemble machines after the completion of repair or maintenance work.
Dismantle machines and remove parts for repair, using hand tools, chain falls, jacks, cranes, or hoists.
Install, replace, or change machine parts and attachments, according to production specifications.
Collaborate with other workers to repair or move machines, machine parts, or equipment.
Inventory and requisition machine parts, equipment, and other supplies so that stock can be maintained and replenished.
Record production, repair, and machine maintenance information.
Set up and operate machines, and adjust controls to regulate operations.
Lubricate or apply adhesives or other materials to machines, machine parts, or other equipment, according to specified procedures.
Collect and discard worn machine parts and other refuse to maintain machinery and work areas.
Clean machines and machine parts, using cleaning solvents, cloths, air guns, hoses, vacuums, or other equipment.
Transport machine parts, tools, equipment, and other material between work areas and storage, using cranes, hoists, or dollies.
Replace, empty, or replenish machine and equipment containers such as gas tanks or boxes.
Replace or repair metal, wood, leather, glass, or other lining in machines, or in equipment compartments or containers.
Remove hardened material from machines or machine parts, using abrasives, power and hand tools, jackhammers, sledgehammers, or other equipment.
Measure, mix, prepare, and test chemical solutions used to clean or repair machinery and equipment.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Start machines and observe mechanical operation to determine efficiency and to detect problems. | 60Estimated | 51.0% | 8% | |
| Read work orders and specifications to determine machines and equipment requiring repair or maintenance. | 92Estimated | 86.0% | 5% | |
| Inspect or test damaged machine parts, and mark defective areas or advise supervisors of repair needs. | 50Estimated | 47.0% | 8% | |
| Reassemble machines after the completion of repair or maintenance work. | 10Estimated | 13.0% | 10% | |
| Dismantle machines and remove parts for repair, using hand tools, chain falls, jacks, cranes, or hoists. | 5Estimated | 11.0% | 10% | |
| Install, replace, or change machine parts and attachments, according to production specifications. | 10Estimated | 13.0% | 10% | |
| Collaborate with other workers to repair or move machines, machine parts, or equipment. | 10Estimated | 19.0% | 5% | |
| Inventory and requisition machine parts, equipment, and other supplies so that stock can be maintained and replenished. | 97Estimated | 88.0% | 4% | |
| Record production, repair, and machine maintenance information. | 92Estimated | 86.0% | 5% | |
| Set up and operate machines, and adjust controls to regulate operations. | 60Estimated | 57.0% | 5% | |
| Lubricate or apply adhesives or other materials to machines, machine parts, or other equipment, according to specified procedures. | 50Estimated | 53.0% | 5% | |
| Collect and discard worn machine parts and other refuse to maintain machinery and work areas. | 45Estimated | 51.0% | 3% | |
| Clean machines and machine parts, using cleaning solvents, cloths, air guns, hoses, vacuums, or other equipment. | 45Estimated | 51.0% | 5% | |
| Transport machine parts, tools, equipment, and other material between work areas and storage, using cranes, hoists, or dollies. | 70Estimated | 61.0% | 5% | |
| Replace, empty, or replenish machine and equipment containers such as gas tanks or boxes. | 50Estimated | 53.0% | 3% | |
| Replace or repair metal, wood, leather, glass, or other lining in machines, or in equipment compartments or containers. | 10Estimated | 13.0% | 4% | |
| Remove hardened material from machines or machine parts, using abrasives, power and hand tools, jackhammers, sledgehammers, or other equipment. | 5Estimated | 11.0% | 3% | |
| Measure, mix, prepare, and test chemical solutions used to clean or repair machinery and equipment. | 60Estimated | 57.0% | 2% |
Skill Impact Analysis
AI-Vulnerable Skills (6)
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
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/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Equipment Maintenance is AI-resistant — strengthening this skill provides durable career protection.
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
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.
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Upskill to Reduce Risk
Courses addressing your most AI-vulnerable skills
SQL Fundamentals Skill Track
by DataCamp
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AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Google UX Design Professional Certificate
by Google
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Strengthen Your Edge
Double down on skills AI can't replicate
Leading People and Teams Specialization
by University of Michigan
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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
overall change
Education & Training
Percentage of workers at each education and training level
Education Level
Prior Experience Needed
Work experience required to enter this job
Training Provided After Hiring
How long it typically takes to learn on the job
Related News
Recent articles about AI affecting this occupation

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