Plumbers, pipefitters, and steamfitters
Physical, social, or oversight-heavy work that AI augments rather than replaces.
SOC 47-2152 · Construction And Extraction
Signal composition
how the 0-100 score is assembled
By seniority
multiplicative adjustment from category curve
Entry-level roles carry the brunt because they concentrate the most automatable subset of tasks. Senior work is insulated by judgment, relationships, and accountability.
Task-level analysis
scored 0-100 for current-generation AI feasibility, weighted by BLS-stated importance
Help develop blueprints showing placement of pipes and fixtures for construction projects
AI CAD tools can generate pipe routing, optimize layouts for code compliance, and place fixtures based on specifications; human plumbers provide input on practical constraints, but the drafting work itself is largely automatable with current BIM and design software.
BLS evidence: The page notes 'Master plumbers on construction jobs may help develop blueprints that show the placement of pipes and fixtures.'
Prepare cost estimates for clients
AI can calculate material costs, labor hours from standard databases, and generate estimates from specifications; human review needed primarily for unusual conditions and client negotiation, but the computational core is highly automatable.
BLS evidence: The duties section lists 'Prepare cost estimates for clients' as a typical task performed by these workers.
Read blueprints and follow state and local building codes
AI can parse blueprints, cross-reference building codes, and flag compliance issues effectively; however, applying codes to ambiguous real-world conditions and making judgment calls on interpretation still requires human expertise, making this a high-assistance scenario.
BLS evidence: The duties section explicitly lists 'Read blueprints and follow state and local building codes' as a typical task.
Determine the materials and equipment needed for a job
AI can generate material lists from blueprints and specifications, but determining quantities for non-standard jobs requires on-site assessment of existing conditions, spatial constraints, and contingency planning that benefits significantly from human experience.
BLS evidence: The duties section states 'Determine the materials and equipment needed for a job' and notes they 'determine the necessary materials for a job.'
Troubleshoot and diagnose malfunctioning plumbing and piping systems
AI can assist with diagnostic decision trees and sensor data analysis, but troubleshooting requires physical access to systems, hands-on testing, and interpreting ambiguous physical symptoms (sounds, moisture patterns) in varied environments that demand human judgment.
BLS evidence: The duties include 'Troubleshoot malfunctioning systems' and the important qualities section states they 'find, diagnose, and repair problems.'
Direct and supervise apprentices and helpers on job sites
Requires real-time on-site supervision, safety monitoring, hands-on demonstration of techniques, and adaptive teaching based on individual apprentice performance in dynamic construction environments that AI cannot physically oversee.
BLS evidence: The page states 'Journey- and master-level plumbers, pipefitters, and steamfitters frequently direct apprentices and helpers.'
Clean drains and remove obstructions from piping systems
Requires physical operation of snakes, augers, and hydro-jetting equipment in varied drain configurations, plus tactile feedback to avoid damaging pipes; involves working in unsanitary conditions that robotics cannot navigate effectively.
BLS evidence: The page specifically states that plumbers 'clean drains, remove obstructions' as part of their work.
Inspect and test installed pipe systems to ensure they are airtight and watertight
Involves physical pressure testing, visual inspection in confined spaces, and tactile detection of leaks in installed systems; requires mobility through buildings and manual operation of testing equipment that AI-robotics cannot yet perform reliably.
BLS evidence: The duties section lists 'Inspect and test installed pipe systems and pipelines' and notes they 'test pressure to ensure that a pipe system is airtight and watertight.'
Repair or replace broken pipes, fixtures, and system components
Requires physical removal and installation of components in tight, non-standardized spaces (under sinks, in walls, crawlspaces) with fine motor control for soldering, threading, and fitting that current robotics cannot match.
BLS evidence: The page states they 'repair or replace broken pipes and fixtures' and 'Maintain and repair plumbing systems' is listed as a primary duty.
Install pipes, fittings, and fixtures that carry water, gas, and other fluids
Requires precise physical manipulation of pipes and fittings in unpredictable residential/commercial environments with varied spatial constraints, plus real-time problem-solving for non-standard installations that current robotics cannot handle.
BLS evidence: The page states they 'install pipes and fittings that carry water, gas, and other fluids and substances' and 'install plumbing fixtures, such as bathtubs and toilets, and appliances, such as dishwashers and water heaters.'
Task heatmap
automation score by task, sorted by weighted contribution
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External signals and sources
category-level priors and BLS fields that feed the four non-task signals
- Karpathy/BLS Digital AI Exposure (0-10 scale rescaled to 0-100)
- BLS projected outlook: As fast as average (4%)
- Indeed demand signal (monthly refresh pending)
- BLS typical entry-level education: High school diploma or equivalent
- Credential trend signal (annual refresh)
Related in Construction And Extraction
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