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The AI Resilience Report helps you understand how AI is likely to impact your current or future career. Drawing on data from over 1,500 occupations, it provides a clear snapshot to support informed career decisions.
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Last Update: 5/19/2026
Your role’s AI Resilience Score is
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
Weatherization Installers and Technicians are somewhat more resilient to AI impacts than most occupations, according to our analysis of 4 sources.
Weatherization installers and technicians earn their "Mostly Resilient" label because the heart of the job — crawling into tight spaces, sealing gaps, blowing in insulation, and making real-time judgment calls in messy, unpredictable environments — is exactly the kind of physical, hands-on work that AI simply can't do. Where AI *is* making inroads is in the thinking tasks, like writing bids, estimating costs, and spotting air leaks with thermal cameras, which means those parts of the job will likely get faster and easier with AI as your assistant rather than disappearing entirely.
Read full analysisLearn more about how you can thrive in this position
Learn more about how you can thrive in this position
This role is mostly resilient
Weatherization installers and technicians earn their "Mostly Resilient" label because the heart of the job — crawling into tight spaces, sealing gaps, blowing in insulation, and making real-time judgment calls in messy, unpredictable environments — is exactly the kind of physical, hands-on work that AI simply can't do. Where AI *is* making inroads is in the thinking tasks, like writing bids, estimating costs, and spotting air leaks with thermal cameras, which means those parts of the job will likely get faster and easier with AI as your assistant rather than disappearing entirely.
Read full analysisAnalysis of Current AI Resilience
Weatherization Installer
Updated Quarterly • Last Update: 5/14/2026

If you're worried that AI is about to take over weatherization jobs, here's some reassuring news: most of the actual hands-on work — sealing gaps, wrapping pipes, blowing in insulation, spackling holes — still needs a human in a crawlspace or attic. What AI is doing right now is helping the thinking parts of the job, not the physical parts. The trade publication Insulation Outlook explains that analytical AI can process vast amounts of data from various sources, such as project schedules, resource inventories, and financial records, to identify patterns and trends, and that AI automates takeoff and cost estimation processes, providing accurate and timely cost projections — which directly touches the "preparing bids and written reports" task (the one with 75% automation potential).
Researchers at the University of Maryland's Center for Environmental Energy Engineering [1] have built a tool called the Rapid Energy Auditor that uses AI and machine learning algorithms to quickly assess the energy efficiency of large clusters of commercial buildings and forecast their energy usage, helping crews decide which homes or buildings actually need an in-person visit. Drones with thermal cameras and AI-powered audit software are also helping technicians spot air leaks and missing insulation faster than the human eye [2]. But the Insulation Outlook author also warns that it is essential to maintain a cautious approach and ensure that AI complements human expertise, rather than replacing it entirely — meaning AI is augmenting weatherization workers, not replacing them.

Adoption in this trade is moving slowly, and that's mostly good news for workers. The U.S. Bureau of Labor Statistics notes that AI is mainly expected to affect occupations whose core tasks can be most easily replicated by GenAI in its current form — which is the opposite of climbing into an attic with a caulk gun [3]. Most of your daily tasks involve physical materials, awkward spaces, and judgment calls a chatbot can't make.
Career analysts argue that the AI boom is not just creating more software work. It is also increasing pressure on the physical systems that power, cool, connect, and maintain digital infrastructure, which actually boosts demand for trades that touch buildings. Cost is another factor: a small weatherization crew often can't afford expensive AI platforms, and the labor itself is relatively affordable compared to the high cost of robots that could match a human's dexterity.
Policy and funding swings matter too — Utility Dive recently reported [4] on cuts to federal efficiency programs, which slows tech investment across the field. Finally, homeowners want to trust the person sealing their house; the social and customer-service side of the job (explaining recommendations to residents) is much harder to automate than software vendors claim. The bottom line for young people exploring this career: AI will probably help you write bids and find leaks faster, but the human skills — physical know-how, communication, problem-solving in messy real-world spaces — are exactly what keep this job resilient.

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They improve energy efficiency in buildings by sealing gaps, adding insulation, and installing energy-saving devices to reduce heating and cooling costs.
* Data estimated from parent occupation
Median Wage
$48,120
Jobs (2024)
35,000
Growth (2024-34)
+3.5%
Annual Openings
3,100
Education
High school diploma or equivalent
Experience
None
Source: Bureau of Labor Statistics, Employment Projections 2024-2034
AI-generated estimates of task resilience over the next 3 years
Explain energy conservation measures, such as the use of low flow showerheads and energy efficient lighting.
Make minor repairs using basic hand or power tools and materials, such as glass, lumber, and drywall.
Prepare and apply weather-stripping, glazing, caulking, or door sweeps to reduce energy losses.
Wrap water heaters with water heater blankets.
Apply spackling, compounding, or other materials to repair holes in walls.
Clean and maintain tools and equipment.
Apply insulation materials such as loose, blanket, board, and foam insulation to attics, crawl spaces, basements, or walls.
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.

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