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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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The AI Resilience Report is a project from CareerVillage®, a registered 501(c)(3) nonprofit.
Last Update: 4/23/2026
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
Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters are somewhat more resilient to AI impacts than most occupations, according to our analysis of 5 sources.
This career is labeled as "Mostly Resilient" because while AI and robots can assist with certain tasks, like inspecting pipes or planning layouts, the hands-on work of fitting, moving, and joining pipes still requires human skill and judgment. The unpredictable conditions of construction sites and the need for creative problem-solving mean that machines can't fully replace human helpers.
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
This career is labeled as "Mostly Resilient" because while AI and robots can assist with certain tasks, like inspecting pipes or planning layouts, the hands-on work of fitting, moving, and joining pipes still requires human skill and judgment. The unpredictable conditions of construction sites and the need for creative problem-solving mean that machines can't fully replace human helpers.
Read full analysisAnalysis of Current AI Resilience
Pipelayer, Plumber Helper
Updated Quarterly • Last Update: 2/17/2026

Most helper tasks in plumbing and pipelaying are still done by people. For example, robots have been developed to inspect pipes and even clean out clogs (using camera-crawlers and automated jetters) [1], but the everyday work of cutting, moving, and fitting heavy pipe pieces still relies on human skill. Research reviews note that advanced autonomous systems are mostly on special projects – for instance, large government-backed “smart construction” programs in some countries are experimenting with automatic trench-digging machines [2].
In routine jobs, helpers still clean shop floors by hand, carry tools, and dig by operating heavy equipment. Some new tools (like robotic cutters or welding arms) exist in factories, but on-site helpers typically use manual saws and wrenches. In short, no widely-used AI or robot currently performs those core helper tasks.
The tech that does exist tends to assist – for example, software can help plan how to lay pipe or order parts, and sensor-cameras can locate leaks -- but the final work (joining pipes, fitting valves, lifting pieces) is still done by people [1] [2].

There are a few reasons AI and robots haven’t taken over these jobs (and likely won’t overnight). First, these tasks happen at messy, unpredictable construction sites. Machines need very controlled conditions, but a helper may work in mud, noise, or tight spaces where AI vision and movement can fail.
Second, equipment costs are high compared to labor: plumbers and helpers earn roughly middle wages, so buying a multimillion-dollar robot makes less sense right now for small jobs. A recent construction industry analysis points out that only big infrastructure programs (e.g. national pipeline projects) have pushed hard for automation [2]. Third, many plumbing tasks require creativity and problem-solving: a human helper can adjust on the fly if a pipe doesn’t fit or if an unexpected leak appears, something today’s AI can’t reliably do.
Future AI tools may gradually help (for instance, augmented-reality glasses could show where underground pipes run, or smart scanners might help pick parts), but human judgment stays important. Overall, adoption has been cautious. People generally welcome tools that augment their work (like robotic inspection cameras or efficient tools), but so far there is no easy way to replace a plumber’s helper with a robot on the job [1] [2].
In the long run, a smart helper who uses new AI-powered tools will likely be safer and more efficient – but the core skills of hands-on plumbing and pipelaying remain in demand.

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They assist skilled workers in installing and repairing pipes for water, gas, and steam, ensuring systems work safely and efficiently.
Median Wage
$39,270
Jobs (2024)
45,300
Growth (2024-34)
+4.9%
Annual Openings
4,900
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
Excavate and grade ditches, and lay and join pipe for water and sewer service.
Install gas burners to convert furnaces from wood, coal, or oil.
Measure, cut, thread and assemble new pipe, placing the assembled pipe in hangers or other supports.
Mount brackets and hangers on walls and ceilings to hold pipes, and set sleeves or inserts to provide support for pipes.
Fit or assist in fitting valves, couplings, or assemblies to tanks, pumps, or systems, using hand tools.
Assist pipe fitters in the layout, assembly, and installation of piping for air, ammonia, gas, and water systems.
Clean shop, work area, and machines, using solvent and rags.
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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