AI resilience estimate
This estimate points to more advantages to build on. Keep those strengths in view as you try new ways of working.
Higher means more resilience in this estimate. This is not a percentage chance of keeping or losing your job.
Start with one repeatable task. The review below helps you separate routine steps from decisions that need your attention.
Look for moments that need context, trust, or a careful decision. Describe one, then consider what a good outcome would look like.
Based on a typical version of your role. Your actual tasks may differ. Your employer’s plans and local job market are not known.
Your next step · free
Read the reasoning and the six factors.
This is the saved reasoning from an earlier version of the assessment. Its claims were not independently verified. New assessments use the revised method linked below.
Higher means more resilience in this estimate. The weights show each factor’s share of the total. A score of 50 can mean information is unknown; read the note alongside it.
35% of the total
Plumbing involves highly physical, context-dependent work in varied environments. Installing pipes in tight crawl spaces, diagnosing leaks behind walls, repairing fixtures in occupied homes, and responding to emergencies all require human dexterity, judgment, and adaptability. Current robotics cannot navigate the unpredictable physical environments plumbers work in daily. While some diagnostic tools use AI, the actual repair and installation work remains firmly in human hands.
20% of the total
AI progress in physical trades like plumbing is significantly slower than in knowledge work. While computer vision and diagnostic AI are advancing, the robotics required for plumbing work in real-world settings (crawling under houses, working in walls, handling varied materials) remains decades away from practical deployment. Research funding and breakthroughs are concentrated in other domains with clearer ROI.
15% of the total
The construction and trades industry is conservative in technology adoption due to thin margins, fragmented small businesses, and regulatory requirements. While larger commercial contractors may adopt AI-powered project management or diagnostic tools, the actual plumbing work remains manual. Small companies (like the 1-10 employee firm mentioned) have limited capital for automation and benefit more from skilled human labor.
15% of the total
Plumbers excel in areas where humans have strong advantages: physical presence in customer homes, building trust during emergencies, making judgment calls about repair vs. replacement, adapting to unexpected conditions, and providing reassurance. The work requires tactile feedback, spatial reasoning in 3D environments, and the ability to improvise solutions with available materials—all areas where humans significantly outperform current AI and robotics.
10% of the total
As an entry-level plumber (0 years experience), transferable skills are still developing but have strong potential. Core competencies in problem-solving, manual dexterity, customer service, and understanding of building systems transfer well to related trades (HVAC, electrical, general contracting). The physical and diagnostic skills learned are applicable across construction sectors, and entrepreneurial opportunities abound for those who develop business skills alongside technical expertise.
5% of the total
Plumbing faces exceptional market demand with persistent skilled labor shortages across developed economies. The Bureau of Labor Statistics projects 2% growth through 2032, but actual demand is higher due to retiring baby boomers and fewer young people entering trades. Median wages are rising, emergency services command premium rates, and aging infrastructure ensures decades of repair work. Job security is extremely strong.
This is the saved reasoning from an earlier version of the assessment. Its claims were not independently verified. New assessments use the revised method at https://www.ai-proof.me/methodology.
Higher means more resilience in this estimate. The weights show each factor’s share of the total. A score of 50 can mean information is unknown; read the note alongside it.
35% of the total
Plumbing involves highly physical, context-dependent work in varied environments. Installing pipes in tight crawl spaces, diagnosing leaks behind walls, repairing fixtures in occupied homes, and responding to emergencies all require human dexterity, judgment, and adaptability. Current robotics cannot navigate the unpredictable physical environments plumbers work in daily. While some diagnostic tools use AI, the actual repair and installation work remains firmly in human hands.
20% of the total
AI progress in physical trades like plumbing is significantly slower than in knowledge work. While computer vision and diagnostic AI are advancing, the robotics required for plumbing work in real-world settings (crawling under houses, working in walls, handling varied materials) remains decades away from practical deployment. Research funding and breakthroughs are concentrated in other domains with clearer ROI.
15% of the total
The construction and trades industry is conservative in technology adoption due to thin margins, fragmented small businesses, and regulatory requirements. While larger commercial contractors may adopt AI-powered project management or diagnostic tools, the actual plumbing work remains manual. Small companies (like the 1-10 employee firm mentioned) have limited capital for automation and benefit more from skilled human labor.
15% of the total
Plumbers excel in areas where humans have strong advantages: physical presence in customer homes, building trust during emergencies, making judgment calls about repair vs. replacement, adapting to unexpected conditions, and providing reassurance. The work requires tactile feedback, spatial reasoning in 3D environments, and the ability to improvise solutions with available materials—all areas where humans significantly outperform current AI and robotics.
10% of the total
As an entry-level plumber (0 years experience), transferable skills are still developing but have strong potential. Core competencies in problem-solving, manual dexterity, customer service, and understanding of building systems transfer well to related trades (HVAC, electrical, general contracting). The physical and diagnostic skills learned are applicable across construction sectors, and entrepreneurial opportunities abound for those who develop business skills alongside technical expertise.
5% of the total
Plumbing faces exceptional market demand with persistent skilled labor shortages across developed economies. The Bureau of Labor Statistics projects 2% growth through 2032, but actual demand is higher due to retiring baby boomers and fewer young people entering trades. Median wages are rising, emergency services command premium rates, and aging infrastructure ensures decades of repair work. Job security is extremely strong.
Receive a monthly reminder of checked resources. We do not invent news or treat a new score as progress.
Weekly emails, every Tuesday. Unsubscribe anytime with one click.