Mostly Resilient
Last Update: 5/19/2026
AI Resilience Score for Helpers - Inst/Maint/Repair:
53.7%
Median Score
Meaningful human contribution
Measures the parts of the occupation that still require a human touch. This score averages data from up to four AI exposure datasets, focusing on the role’s resilience against automation.
High
Long-term employer demand
Predicts the health of the job market for this role through 2034. Using Bureau of Labor Statistics data, it balances projected annual job openings (60%) with overall employment growth (40%).
Med
Sustained economic opportunity
Measures future earning potential and career flexibility. This score is a blend of total projected labor income (67%) and the role’s inherent ability to adapt to economic and technological shifts (33%).
Low
This reflects the reliability of your score based on the number of data sources available for this career and how closely those sources agree on the outlook. A higher confidence means more consistent evidence from labor experts and AI models.
There are a reasonable number of sources for this result, but there is some disagreement between them.
Contributing sources
AI Resilience Report forHelpers--Installation, Maintenance, and Repair Workers
$38,860 median salary•11,800 annual openings•SOC Code: 49-9098.00
Helpers--Installation, Maintenance, and Repair Workers are somewhat more resilient to AI impacts than most occupations, according to our analysis of 5 sources.
This career holds up well against AI disruption because the hands-on, real-world nature of the work — crawling into tight spaces, handling tools, and responding to unexpected problems on the job site — is something software simply can't do on its own. AI is stepping in to help with things like scheduling, diagnosing equipment issues, and predicting when machines need repairs, but that just makes the human workers more effective rather than replacing them.
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View analysisChat with CoachLatest newsMore career infoAnalysisChatNewsMoreThis role is mostly resilient
This career holds up well against AI disruption because the hands-on, real-world nature of the work — crawling into tight spaces, handling tools, and responding to unexpected problems on the job site — is something software simply can't do on its own. AI is stepping in to help with things like scheduling, diagnosing equipment issues, and predicting when machines need repairs, but that just makes the human workers more effective rather than replacing them.
Read full analysisAnalysis of Current AI Resilience
Helpers - Inst/Maint/Repair
Updated Quarterly
How is AI changing Helpers - Inst/Maint/Repair jobs?
If you're worried that robots are about to replace helpers on a job site, here's some good news: the work of installation, maintenance, and repair helpers — carrying tools, holding parts, cleaning equipment, checking machines for defects — is mostly being augmented by AI rather than fully automated. The hands-on, in-the-real-world nature of the job is hard for software alone to do. Instead, AI is showing up as digital "helpers" for the people doing the work.
For example, contractors are now using AI-driven platforms for quoting, dispatching, customer communication, demand forecasting, and back-office efficiency, and on job sites prefabrication, BIM, digital quoting, and remote monitoring are shifting from "nice-to-have" to essential. AI-powered predictive maintenance can examine historical data from HVAC, plumbing and electrical systems to identify patterns and predict when maintenance is required [1], which makes the helper-and-technician team more accurate when checking equipment. The major trade group AGC reports that 45 percent of contractors expect robotics and AI will positively impact construction jobs by automating manual, error-prone tasks [2].pdf) — meaning AI handles paperwork or detection, while humans handle wrenches.
Sources
How fast is AI adoption growing for Helpers - Inst/Maint/Repair?
Adoption is moving fast on the software side but slowly on the physical side. The U.S. Bureau of Labor Statistics says overall employment in installation, maintenance, and repair occupations is projected to grow faster than the average for all occupations from 2024 to 2034 [3], partly because there simply aren't enough workers — the BLS estimates a shortage of roughly 81,000 electricians a year through 2034, and a McKinsey study estimates 130,000 more trained electricians plus 240,000 construction laborers and 150,000 supervisors will be needed by 2030. That labor crunch pushes companies to adopt AI for scheduling, dispatching, and diagnostics, but it also keeps human helpers in high demand.
The trade group PHCC reports that 2025 was a big year for AI integration in business and field operations, with that momentum continuing into 2026 [4], and NECA is investing in training programs that teach contractors to leverage emerging tools such as BIM, artificial intelligence, and advanced project management software [5]. Physical robots, however, remain expensive and clumsy in messy real-world settings like crawl spaces, attics, and active job sites, so the people skills you bring — problem-solving, dexterity, teamwork, and learning from experienced tradespeople — remain very valuable.
Sources
Will AI replace Helpers - Inst/Maint/Repair?
No. We don't think AI will replace Helpers in Installation, Maintenance, and Repair work, though we do expect the job to change.
Our 53.7% AI Resilience Score reflects a role that holds up well because so much of the work happens in messy, unpredictable real-world settings: crawl spaces, active job sites, equipment rooms. Physical robots are still expensive and clumsy in those environments, so the dexterity, problem-solving, and on-the-spot judgment that helpers bring stay genuinely hard to replicate.
What AI is doing today is mostly back-office and diagnostic work. Predictive maintenance tools analyze historical data from HVAC, plumbing, and electrical systems to flag problems before they happen [1], which makes the helper-and-technician team more accurate, not obsolete. Contractors are also adopting AI for scheduling, dispatching, and quoting [4], freeing helpers to focus on hands-on tasks. The BLS projects installation, maintenance, and repair occupations to grow faster than average through 2034 [3], and trade groups like NECA are investing in training that covers AI tools alongside traditional skills [5].
The honest caveat is that wages and long-term earning flexibility in this role are a real concern. AI may not take your job, but staying current with digital tools will matter more over time.
Sources
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Latest AI news for Helpers - Inst/Maint/Repair
These articles highlight how AI can enhance careers for Helpers in Installation, Maintenance, and Repair. For instance, the McKinsey article on airline maintenance illustrates how generative AI can streamline tasks, boosting productivity and addressing labor shortages. Additionally, the Brookings article reassures that AI isn't leading to mass job losses, emphasizing the importance of adaptability. Together, these insights suggest that embracing AI technologies can help students in this field develop resilience and find new opportunities as the industry evolves.
This blue-collar trade no one is talking about could help you land a fast-growing AI job
www.businessinsider.com • 4/29/2026
The AI boom needs nearly 200000 fiber techs. Companies like Meta launched training programs to fill this gap in data center development.
Agents, robots, and us: Skill partnerships in the age of AI
www.mckinsey.com • 11/25/2025
Learn how AI is transforming work, focusing on the collaboration between humans, agents, and robots.
New data show no AI jobs apocalypse—for now
www.brookings.edu • 10/1/2025
Every day brings new breakthroughs in artificial intelligence—and new fears about the technology's potential to trigger mass unemployment.
Opinion | How AI is impacting 700 professions — and might impact yours
www.washingtonpost.com • 7/28/2025
Will AI help you work or replace you? Check yourself.
The generative AI opportunity in airline maintenance
www.mckinsey.com • 4/8/2024
For everyone from repair copilots to clerical assistants, generative AI can improve productivity and ease labor shortages.
More Career Info
Career: Helpers--Installation, Maintenance, and Repair Workers
They assist skilled workers by carrying tools, holding materials, and cleaning up, helping to fix or install things like machines or equipment.
Parent Careers
Similar Careers
Employment & Wage Data
Median Wage
$38,860
Jobs (2024)
98,700
Growth (2024-34)
+2.3%
Annual Openings
11,800
Education
High school diploma or equivalent
Experience
None
Source: Bureau of Labor Statistics, Employment Projections 2024-2034
Task-Level AI Resilience Scores
AI-generated estimates of task resilience over the next 3 years
1
Hold or supply tools, parts, equipment, and supplies for other workers.
2
Disassemble broken or defective equipment to facilitate repair and reassemble equipment when repairs are complete.
3
Position vehicles, machinery, equipment, physical structures, and other objects for assembly or installation, using hand tools, power tools, and moving equipment.
4
Install or replace machinery, equipment, and new or replacement parts and instruments, using hand or power tools.
5
Assemble and maintain physical structures, using hand or power tools.
6
Prepare work stations for use by mechanics and repairers.
7
Adjust, connect, or disconnect wiring, piping, tubing, and other parts, using hand or power tools.
Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.
