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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.
Med
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%).
Low
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
Refractory Materials Repairers, Except Brickmasons are less resilient to AI impacts than most occupations, according to our analysis of 6 sources.
The career of Refractory Materials Repairers is labeled as "Not Very Resilient" because specific tasks, like demolition and heavy lifting, are increasingly being automated with machines and robots, especially in large industrial settings. These machines handle dangerous and repetitive tasks, making the work safer but reducing the need for human labor in those areas.
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 not very resilient
The career of Refractory Materials Repairers is labeled as "Not Very Resilient" because specific tasks, like demolition and heavy lifting, are increasingly being automated with machines and robots, especially in large industrial settings. These machines handle dangerous and repetitive tasks, making the work safer but reducing the need for human labor in those areas.
Read full analysisAnalysis of Current AI Resilience
Refractory Repairers
Updated Quarterly • Last Update: 2/17/2026

Refractory repair work is still mostly hands-on. Workers mix clay and mortar by hand or in simple mixers, move parts with forklifts, and use hammers, chisels, and spray guns for relining and cleaning [1]. Today you won’t find AI tools magically doing those jobs.
Instead, big industrial machines help with the heaviest work. For example, some steel and cement plants now use remote-controlled demolition robots to chip away old lining in furnaces and kilns [2]. These robots can handle extreme heat so humans stay safely outside, but a person still operates them.
In another case, a robotic maintenance cell (like RHI Magnesita’s system) can prepare and clean ladle slide-gates, moving heavy refractory parts under human supervision [3]. This kind of automation augments workers by taking over hot, heavy tasks, but it’s not fully “AI thinking” – it’s more like fancy machine tools. Most core tasks (mixing mortar, applying lining by hand, spraying) remain manual because they require human judgment and dexterity [1] [2].

High-temperature repair is a niche, rugged job, so automation is progressing slowly. Big reasons companies automate are safety and labor shortages. For example, a study notes that steelmakers are adding robots for the most dangerous, repetitive steps to improve safety [3] [3].
RHI Magnesita points out that as fewer skilled workers enter steel work, robots can “free from hot heavy work” and keep operations running [3] [3]. However, costs and task complexity slow adoption. A large robotic system costs hundreds of thousands of dollars, which only pays off for big plants with long downtimes.
Smaller shops often stick with human crews, who cost less and can adapt on the fly. Socially, workers tend to welcome tools that make work safer, but any new machine must be proven reliable. In short, companies are cautious: they’ll add robotics or automation only when it clearly boosts safety or saves money [2] [3].
Overall, young job-seekers should know that the human role remains central. These repairs require judgment – choosing the right mix of materials, sensing when a lining is bad, or rigging up a scaffold – all things that are hard for AI to do alone. Current AI and robots help with the rough, hot parts of the job (making it safer and easier), but they don’t replace the skilled worker.
As one industry source notes, automation is more about “human-machine collaboration,” with machines doing the heavy lifting and people overseeing and fine-tuning the work [3] [2]. Engineers, supervisors, and skilled technicians still play a key role.

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They fix and maintain high-temperature equipment by repairing and replacing heat-resistant materials to ensure machines work safely and efficiently.
Median Wage
$58,540
Jobs (2024)
1,100
Growth (2024-34)
-16.9%
Annual Openings
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
Reline or repair ladles and pouring spouts with refractory clay, using trowels.
Dump and tamp clay in molds, using tamping tools.
Dry and bake new linings by placing inverted linings over burners, building fires in ladles, or by using blowtorches.
Spread mortar on stopper heads and rods, using trowels, and slide brick sleeves over rods to form refractory jackets.
Chip slag from linings of ladles or remove linings when beyond repair, using hammers and chisels.
Drill holes in furnace walls, bolt overlapping layers of plastic to walls, and hammer surfaces to compress layers into solid sheets.
Remove worn or damaged plastic block refractory linings of furnaces, using hand tools.
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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