Evolving

Last Update: 3/13/2026

Your role’s AI Resilience Score is

52.7%

Median Score

Changing Fast

Evolving

Stable

Our confidence in this score:
Medium

What does this resilience result mean?

These roles are shifting as AI becomes part of everyday workflows. Expect new responsibilities and new opportunities.

AI Resilience Report for

Refractory Materials Repairers, Except Brickmasons

They fix and maintain high-temperature equipment by repairing and replacing heat-resistant materials to ensure machines work safely and efficiently.

This role is evolving

This career is labeled as "Evolving" because while AI and machines are starting to help with some of the heavy and dangerous tasks in refractory repair, they can't fully replace the skilled human workers. Robots are being used to make the job safer and less physically demanding, but human judgment and dexterity are still crucial for tasks like mixing materials and applying linings.

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Learn more about how you can thrive in this position

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This role is evolving

This career is labeled as "Evolving" because while AI and machines are starting to help with some of the heavy and dangerous tasks in refractory repair, they can't fully replace the skilled human workers. Robots are being used to make the job safer and less physically demanding, but human judgment and dexterity are still crucial for tasks like mixing materials and applying linings.

Read full analysis

Contributing Sources

We aggregate scores from multiple models and supplement with employment projections for a more accurate picture of this occupation’s resilience. Expand to view all sources.

AI Resilience

AI Resilience Model v1.0

AI Task Resilience

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Stable iconStable

93.0%

93.0%

Microsoft's Working with AI

AI Applicability

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Stable iconStable

73.2%

73.2%

Will Robots Take My Job

Automation Resilience

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Changing fast iconChanging fast

14.0%

14.0%

Althoff & Reichardt

Economic Growth

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Evolving iconEvolving

32.6%

32.6%

Low Demand

Labor Market Outlook

We use BLS employment projections to complement the AI-focused assessments from other sources.

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Growth Rate (2024-34):

-16.9%

Growth Percentile:

1.6%

Annual Openings:

100

Annual Openings Pct:

0.3%

Analysis of Current AI Resilience

Refractory Repairers

Updated Quarterly • Last Update: 2/17/2026

Analysis
Suggested Actions
State of Automation

What's changing and what's not

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].

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AI Adoption

AI in the real world

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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More Career Info

Career: Refractory Materials Repairers, Except Brickmasons

Employment & Wage Data

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

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

90% ResilienceSupplemental

Dry and bake new linings by placing inverted linings over burners, building fires in ladles, or by using blowtorches.

2

90% ResilienceSupplemental

Climb scaffolding, carrying hoses, and spray surfaces of cupolas with refractory mixtures, using spray equipment.

3

85% ResilienceCore Task

Chip slag from linings of ladles or remove linings when beyond repair, using hammers and chisels.

4

85% ResilienceSupplemental

Remove worn or damaged plastic block refractory linings of furnaces, using hand tools.

5

80% ResilienceCore Task

Reline or repair ladles and pouring spouts with refractory clay, using trowels.

6

80% ResilienceSupplemental

Fasten stopper heads to rods with metal pins to assemble refractory stoppers used to plug pouring nozzles of steel ladles.

7

80% ResilienceSupplemental

Spread mortar on stopper heads and rods, using trowels, and slide brick sleeves over rods to form refractory jackets.

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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