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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%).
Med
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.
Most data sources align, with only minor variation. This is a well-supported result.
Contributing sources
Sheet Metal Workers are somewhat more resilient to AI impacts than most occupations, according to our analysis of 6 sources.
Sheet metal workers earn a "Mostly Resilient" label because the heart of the job — climbing to a rooftop, fitting ductwork, bending and installing metal in tight spaces — is genuinely difficult for AI or robots to replicate, and demand for those hands-on skills is actually *growing* thanks to the construction boom driven in part by AI data centers. Where AI is making inroads is mostly behind the scenes: optimizing designs, catching errors in drawings, and cutting down on paperwork and quoting time, which means workers may spend less time on tedious tasks and more time on the craft itself.
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
Sheet metal workers earn a "Mostly Resilient" label because the heart of the job — climbing to a rooftop, fitting ductwork, bending and installing metal in tight spaces — is genuinely difficult for AI or robots to replicate, and demand for those hands-on skills is actually *growing* thanks to the construction boom driven in part by AI data centers. Where AI is making inroads is mostly behind the scenes: optimizing designs, catching errors in drawings, and cutting down on paperwork and quoting time, which means workers may spend less time on tedious tasks and more time on the craft itself.
Read full analysisAnalysis of Current AI Resilience
Sheet Metal Workers
Updated Quarterly • Last Update: 5/14/2026

Good news first: most of what a sheet metal worker actually does with their hands — installing ductwork on a rooftop, fitting flashing, deburring a seam, hauling prefabricated parts to a job site — is very hard for AI to touch. Today, AI is mostly showing up in the office and shop side of the trade, not on the ladder. According to SMACNA, the industry's largest trade group, machine learning algorithms are starting to optimize ductwork design and natural language processing systems are automating documentation, reshaping how contractors bid, build, and deliver projects.
The Fabricator, a leading industry publication, reports that fabricators are rolling out AI-powered software designed specifically for metal shops [1] to catch drawing errors before parts are cut, and that AI tools are eliminating manual data entry [1] in quoting and CAD/CAM. On the shop floor, AI-driven welding and robotic sheet-metal forming [2] are augmenting — not replacing — skilled workers by handling repetitive cuts and inspections.

Adoption will likely be steady but slow for the physical parts of the job. The U.S. Bureau of Labor Statistics projects employment of sheet metal workers to grow 2 percent from 2024 to 2034 with about 10,600 openings each year [3], and the construction industry is so short-handed that the Associated Builders and Contractors estimated the industry will need 456,000 new workers in 2027, up 30.7% from 2026. That labor crunch — plus the massive AI data-center building boom — is actually increasing demand for trades; Fortune reports the AI boom is fueling demand for skilled trades, with technicians, HVAC workers, and electricians seeing six-figure salaries [4].
Slowing adoption: shops run decades-old machines alongside new ones [1], capital costs are high, and the Autodesk 2026 construction outlook [5] shows most AI use is still in safety monitoring and planning, not hands-on install work. For young people, the takeaway is hopeful: AI will likely become a helpful sidekick — handling paperwork, optimizing cuts, and catching mistakes — while the craft of bending, fitting, and installing metal stays a uniquely human skill.

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They create and install metal parts for buildings, like roofs and air ducts, by cutting, bending, and shaping metal sheets.
Median Wage
$60,850
Jobs (2024)
127,000
Growth (2024-34)
+2.4%
Annual Openings
10,600
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
Transport prefabricated parts to construction sites for assembly and installation.
Inspect individual parts, assemblies, or installations, using measuring instruments, such as calipers, scales, or micrometers.
Install assemblies, such as flashing, pipes, tubes, heating and air conditioning ducts, furnace casings, rain gutters, or downspouts in supportive frameworks.
Trim, file, grind, deburr, buff, or smooth surfaces, seams, or joints of assembled parts, using hand tools or portable power tools.
Install green architectural sheet metal components, such as cool roofs or hot or cold walls.
Perform building commissioning activities by completing mechanical inspections of a building's water, lighting, or heating, ventilating, and air conditioning (HVAC) systems.
Fabricate or alter parts at construction sites, using shears, hammers, punches, or drills.
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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