AITakeover Tracker
20%low risk

Refractory Materials Repairers, Except Brickmasons

Build or repair equipment such as furnaces, kilns, cupolas, boilers, converters, ladles, soaking pits and ovens, using refractory materials.

Higher risk than 7% of occupations

AI Impact Summary

Refractory Materials Repairers, Except Brickmasons faces low AI displacement risk with a score of 20/100. This occupation has higher AI displacement risk than 7% of all analyzed occupations. Of 17 analyzed tasks, 0 are highly automatable. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.

Skill Impact Analysis

AI-Vulnerable Skills (6)

Reading Comprehension10%

Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Information Ordering5%

Information Ordering is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Mathematics10%

Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Mathematics10%

Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Programming15%

Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

AI-Resistant Skills (11)

Manual Dexterity80%

Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.

Adaptability/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Leadership88%

Leadership is AI-resistant — strengthening this skill provides durable career protection.

Equipment Maintenance78%

Equipment Maintenance is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Social Perceptiveness90%

Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Instructing75%

Instructing is AI-resistant — strengthening this skill provides durable career protection.

AI-Augmented Skills (7)

Critical ThinkingMonitoringJudgment and Decision MakingWritingActive LearningSystems AnalysisTechnology Design

Recommended Courses

Courses matched to Refractory Materials Repairers, Except Brickmasons skill gaps, ranked by relevance to your displacement risk profile.

Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.

Upskill to Reduce Risk

Courses addressing your most AI-vulnerable skills

DataCampbeginner

SQL Fundamentals Skill Track

by DataCamp

21 hours$25/mo4.7Certificate
Addresses vulnerability: Information Ordering

Estimated Impact

-6.5pt risk+$3K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Courserabeginner

Google UX Design Professional Certificate

by Google

~5 months$49/mo4.8Certificate
Enhances AI augmentation: Critical Thinking

Estimated Impact

-4.6pt risk+$3K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Courseraintermediate

Leading People and Teams Specialization

by University of Michigan

~6 weeks$49/mo4.7Certificate
Strengthens resilience: Leadership

Estimated Impact

-3.5pt risk+$3K/yr salary

We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.

Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.

Education & Training

Percentage of workers at each education and training level

Education Level

Less than High School1%
High School Diploma75%
Some College17%
Post-Secondary Certificate7%

Prior Experience Needed

Work experience required to enter this job

None18%
Up to 1 month13%
1-3 months20%
3-6 months14%
6 months - 1 year24%
1-2 years5%
2-4 years1%
4-6 years5%
6-8 years2%

Training Provided After Hiring

How long it typically takes to learn on the job

Up to 1 month24%
1-3 months30%
3-6 months23%
6 months - 1 year4%
1-2 years13%
2-4 years4%
4-6 years1%

How AI Impacts Each Task

17 tasks analyzed

Measure furnace walls to determine dimensions and cut required number of sheets from plastic block, using saws.

Risk: 47.0%AI: 35EstimatedTime: 8%

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

Risk: 9.0%AI: 0EstimatedTime: 12%

Tighten locknuts holding refractory stopper assemblies together, spread mortar on jackets to seal sleeve joints, and dry mortar in ovens.

Risk: 47.0%AI: 35EstimatedTime: 5%

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

Risk: 45.0%AI: 30EstimatedTime: 8%

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

Risk: 9.0%AI: 0EstimatedTime: 8%

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

Risk: 49.0%AI: 40EstimatedTime: 4%

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

Risk: 9.0%AI: 0EstimatedTime: 10%

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

Risk: 9.0%AI: 0EstimatedTime: 6%

Mix specified amounts of sand, clay, mortar powder, and water to form refractory clay or mortar, using shovels or mixing machines.

Risk: 51.0%AI: 45EstimatedTime: 10%

Drill holes in furnace walls, bolt overlapping layers of plastic to walls, and hammer surfaces to compress layers into solid sheets.

Risk: 9.0%AI: 0EstimatedTime: 5%

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

Risk: 47.0%AI: 35EstimatedTime: 4%

Dump and tamp clay in molds, using tamping tools.

Risk: 49.0%AI: 40EstimatedTime: 4%

Disassemble molds, and cut, chip, and smooth clay structures such as floaters, drawbars, and L-blocks.

Risk: 9.0%AI: 0EstimatedTime: 3%

Transfer clay structures to curing ovens, melting tanks, and drawing kilns, using forklifts.

Risk: 53.0%AI: 50EstimatedTime: 3%

Install preformed metal scaffolding in interiors of cupolas, using hand tools.

Risk: 9.0%AI: 0EstimatedTime: 3%

Install clay structures in melting tanks and drawing kilns to control the flow and temperature of molten glass, using hoists and hand tools.

Risk: 9.0%AI: 0EstimatedTime: 2%

Reline furnaces using ramming material.

Risk: 9.0%AI: 0EstimatedTime: 5%

Protective Factors

Total protective discount: 25.2%

Essential Soft Skills

Traits that are hard for AI to replicate

DependabilityAttention to DetailPersistenceSelf ControlStress ToleranceCooperationInitiativeConcern for OthersAdaptability/FlexibilityIntegrityAchievement/EffortIndependence

Wage & Employment (2024)

Median Wage

$58,540

per year

Mean Wage

$61,480

per year

Employment

1K

workers

Wage Range

$37,050 - $81,440

10th - 90th pct

Wage Distribution

$37,050Median: $58,540$81,440
Career Planning

Explore other career paths

Compare displacement risk across occupations and find careers with stronger long-term prospects.

Alternate Career Paths

See all transitions

Rail Car Repairers

20%
Low Risk

Median salary: $65,680

Higher risk than 6% of other occupations

Welders, Cutters, and Welder Fitters

21%
Low Risk

Median salary: $51,000

Higher risk than 10% of other occupations

Pipelayers

22%
Low Risk

Median salary: $48,710

Higher risk than 10% of other occupations

Rail-Track Laying and Maintenance Equipment Operators

30%
Medium Risk

Median salary: $67,370

Higher risk than 38% of other occupations

Painters, Transportation Equipment

31%
Medium Risk

Higher risk than 44% of other occupations

Sawing Machine Setters, Operators, and Tenders, Wood

34%
Medium Risk

Median salary: $39,950

Higher risk than 63% of other occupations

Molding and Casting Workers

37%
Medium Risk

Median salary: $45,690

Higher risk than 72% of other occupations

Pourers and Casters, Metal

38%
Medium Risk

Median salary: $48,940

Higher risk than 74% of other occupations

Metal-Refining Furnace Operators and Tenders

44%
Medium Risk

Median salary: $55,770

Higher risk than 90% of other occupations

Coating, Painting, and Spraying Machine Setters, Operators, and Tenders

45%
Medium Risk

Higher risk than 92% of other occupations

Sales Managers

25%
Medium Risk

Higher risk than 20% of other occupations

Chief Executives

26%
Medium Risk

Higher risk than 23% of other occupations

General and Operations Managers

28%
Medium Risk

Higher risk than 29% of other occupations

Marketing Managers

30%
Medium Risk

Higher risk than 38% of other occupations

Advertising and Promotions Managers

31%
Medium Risk

Higher risk than 43% of other occupations

Computer and Information Systems Managers

31%
Medium Risk

Higher risk than 45% of other occupations

Subscribed — always updated

Recommendations

Skills to Develop

These skills are at risk from AI automation. Refractory Materials Repairers, Except Brickmasons professionals should diversify beyond them.

  • Reading Comprehension

    Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

  • Information Ordering

    Information Ordering is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

  • Mathematics

    Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

  • Mathematics

    Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

  • Memorization

    Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Skills to Leverage

These human-centric skills remain difficult for AI to replicate. Double down here.

  • Manual Dexterity

    Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.

  • Adaptability/Flexibility

    Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

  • Leadership

    Leadership is AI-resistant — strengthening this skill provides durable career protection.

  • Equipment Maintenance

    Equipment Maintenance is AI-resistant — strengthening this skill provides durable career protection.

  • Coordination

    Coordination is AI-resistant — strengthening this skill provides durable career protection.

Tools to Adopt

AI can amplify these skills. Learn the tools that augment rather than replace your work.

  • Critical Thinking

    Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Monitoring

    Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Judgment and Decision Making

    Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Writing

    Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Active Learning

    Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

Score History

Risk score over 2 scoring runs

+2.7

overall change

Checking for existing plan...