Helpers--Installation, Maintenance, and Repair Workers
Help installation, maintenance, and repair workers in maintenance, parts replacement, and repair of vehicles, industrial machinery, and electrical and electronic equipment. Perform duties such as furnishing tools, materials, and supplies to other workers; cleaning work area, machines, and tools; and holding materials or tools for other workers.
AI Impact Summary
Helpers--Installation, Maintenance, and Repair Workers faces moderate AI displacement risk with a score of 26/100. This occupation has higher AI displacement risk than 22% of all analyzed occupations. Of 16 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)
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Reading Comprehension 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.
Mathematics 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.
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
Equipment Maintenance 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.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Helpers--Installation, Maintenance, and Repair Workers 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
SQL Fundamentals Skill Track
by DataCamp
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AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Cybersecurity Fundamentals Path
by Pluralsight
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Strengthen Your Edge
Double down on skills AI can't replicate
Inspired Leadership Through Emotional Intelligence
by Case Western Reserve University
Estimated Impact
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
Prior Experience Needed
Work experience required to enter this job
Training Provided After Hiring
How long it typically takes to learn on the job
How AI Impacts Each Task
16 tasks analyzed
Transfer tools, parts, equipment, and supplies to and from work stations and other areas.
Disassemble broken or defective equipment to facilitate repair and reassemble equipment when repairs are complete.
Order new parts to maintain inventory.
Install or replace machinery, equipment, and new or replacement parts and instruments, using hand or power tools.
Examine and test machinery, equipment, components, and parts for defects to ensure proper functioning.
Hold or supply tools, parts, equipment, and supplies for other workers.
Diagnose electrical problems and install and rewire electrical components.
Adjust, maintain, and repair tools, equipment, and machines, and assist more skilled workers with similar tasks.
Position vehicles, machinery, equipment, physical structures, and other objects for assembly or installation, using hand tools, power tools, and moving equipment.
Adjust, connect, or disconnect wiring, piping, tubing, and other parts, using hand or power tools.
Clean or lubricate vehicles, machinery, equipment, instruments, tools, work areas, and other objects, using hand tools, power tools, and cleaning equipment.
Prepare work stations for use by mechanics and repairers.
Assemble and maintain physical structures, using hand or power tools.
Tend and observe equipment and machinery to verify efficient and safe operation.
Apply protective materials to equipment, components, and parts to prevent defects and corrosion.
Design, weld, and fabricate parts, using blueprints or other mechanical plans.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Transfer tools, parts, equipment, and supplies to and from work stations and other areas. | 40Estimated | 49.0% | 12% | |
| Disassemble broken or defective equipment to facilitate repair and reassemble equipment when repairs are complete. | 5Estimated | 11.0% | 8% | |
| Order new parts to maintain inventory. | 92Estimated | 86.0% | 4% | |
| Install or replace machinery, equipment, and new or replacement parts and instruments, using hand or power tools. | 5Estimated | 11.0% | 8% | |
| Examine and test machinery, equipment, components, and parts for defects to ensure proper functioning. | 55Estimated | 49.0% | 7% | |
| Hold or supply tools, parts, equipment, and supplies for other workers. | 40Estimated | 49.0% | 8% | |
| Diagnose electrical problems and install and rewire electrical components. | 55.77Observed | 49.3% | 5% | |
| Adjust, maintain, and repair tools, equipment, and machines, and assist more skilled workers with similar tasks. | 5Estimated | 11.0% | 8% | |
| Position vehicles, machinery, equipment, physical structures, and other objects for assembly or installation, using hand tools, power tools, and moving equipment. | 5Estimated | 11.0% | 6% | |
| Adjust, connect, or disconnect wiring, piping, tubing, and other parts, using hand or power tools. | 5Estimated | 11.0% | 7% | |
| Clean or lubricate vehicles, machinery, equipment, instruments, tools, work areas, and other objects, using hand tools, power tools, and cleaning equipment. | 45Estimated | 51.0% | 8% | |
| Prepare work stations for use by mechanics and repairers. | 40Estimated | 49.0% | 5% | |
| Assemble and maintain physical structures, using hand or power tools. | 5Estimated | 11.0% | 4% | |
| Tend and observe equipment and machinery to verify efficient and safe operation. | 75Estimated | 63.0% | 4% | |
| Apply protective materials to equipment, components, and parts to prevent defects and corrosion. | 50Estimated | 53.0% | 4% | |
| Design, weld, and fabricate parts, using blueprints or other mechanical plans. | 15Estimated | 15.0% | 2% |
Protective Factors
Total protective discount: 25.5%
Essential Soft Skills
Traits that are hard for AI to replicate
Wage & Employment (2024)
Median Wage
$38,860
per year
Mean Wage
$40,750
per year
Employment
98K
workers
Wage Range
$28,770 - $54,650
10th - 90th pct
Wage Distribution
Explore other career paths
Compare displacement risk across occupations and find careers with stronger long-term prospects.
Alternate Career Paths
See all transitionsAutomotive Body and Related Repairers
16%Median salary: $51,680
Higher risk than 2% of other occupations
Recreational Vehicle Service Technicians
18%Median salary: $50,540
Higher risk than 4% of other occupations
Helpers--Electricians
20%Median salary: $39,890
Higher risk than 8% of other occupations
Pipelayers
22%Median salary: $48,710
Higher risk than 10% of other occupations
Helpers--Carpenters
24%Median salary: $41,600
Higher risk than 16% of other occupations
Rail-Track Laying and Maintenance Equipment Operators
30%Median salary: $67,370
Higher risk than 38% of other occupations
Sawing Machine Setters, Operators, and Tenders, Wood
34%Median salary: $39,950
Higher risk than 63% of other occupations
Molding and Casting Workers
37%Median salary: $45,690
Higher risk than 72% of other occupations
Engine and Other Machine Assemblers
38%Median salary: $52,540
Higher risk than 76% of other occupations
Coating, Painting, and Spraying Machine Setters, Operators, and Tenders
45%Higher risk than 92% of other occupations
Sales Managers
25%Higher risk than 20% of other occupations
Chief Executives
26%Higher risk than 23% of other occupations
General and Operations Managers
28%Higher risk than 29% of other occupations
Marketing Managers
30%Higher risk than 38% of other occupations
Advertising and Promotions Managers
31%Higher risk than 43% of other occupations
Computer and Information Systems Managers
31%Higher risk than 45% of other occupations
Recommendations
Skills to Develop
These skills are at risk from AI automation. Helpers--Installation, Maintenance, and Repair Workers 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.
- Mathematics
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
- 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.
- 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.
- Equipment Maintenance
Equipment Maintenance is AI-resistant — strengthening this skill provides durable career protection.
- Coordination
Coordination 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.
- 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.
- Systems Analysis
Systems Analysis 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
overall change