AITakeover Tracker
45%medium risk

Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders

Operate or tend heating equipment other than basic metal, plastic, or food processing equipment. Includes activities, such as annealing glass, drying lumber, curing rubber, removing moisture from materials, or boiling soap.

Higher risk than 92% of occupations

AI Impact Summary

Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders faces moderate AI displacement risk with a score of 45/100. This occupation has higher AI displacement risk than 92% of all analyzed occupations. Of 18 analyzed tasks, 5 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.

Skill Impact Analysis

AI-Vulnerable Skills (6)

Reading Comprehension10%

High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Information Ordering5%

High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

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)

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.

Manual Dexterity80%

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

Coordination70%

Coordination 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.

Social Perceptiveness90%

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

Service Orientation82%

Service Orientation 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 ThinkingMonitoringWritingJudgment and Decision MakingActive LearningSystems AnalysisTechnology Design

Recommended Courses

Courses matched to Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders 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

-6.8pt risk+$2K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Pluralsightbeginner

Cybersecurity Fundamentals Path

by Pluralsight

30 hours$29/mo4.5Certificate
Enhances AI augmentation: Monitoring

Estimated Impact

-4.9pt risk+$2K/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

-3.6pt 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 School21%
High School Diploma56%
Some College16%
Post-Secondary Certificate4%
Associate's Degree1%
Bachelor's Degree2%

Prior Experience Needed

Work experience required to enter this job

None29%
Up to 1 month11%
1-3 months7%
3-6 months16%
6 months - 1 year4%
1-2 years19%
2-4 years3%
4-6 years11%
6-8 years2%

Training Provided After Hiring

How long it typically takes to learn on the job

Up to 1 month22%
1-3 months33%
3-6 months12%
6 months - 1 year24%
1-2 years5%
2-4 years4%

How AI Impacts Each Task

18 tasks analyzed

Monitor equipment operation, gauges, and panel lights to detect deviations from standards.

Risk: 86.0%AI: 92EstimatedTime: 12%

Confer with supervisors or other equipment operators to report equipment malfunctions or to resolve production problems.

Risk: 31.0%AI: 40EstimatedTime: 4%

Press and adjust controls to activate, set, and regulate equipment according to specifications.

Risk: 55.5%AI: 56.25ObservedTime: 10%

Record gauge readings, test results, and shift production in log books.

Risk: 88.0%AI: 97EstimatedTime: 5%

Stop equipment and clear blockages or jams, using fingers, wire, or hand tools.

Risk: 11.0%AI: 5EstimatedTime: 4%

Read and interpret work orders and instructions to determine work assignments, process specifications, and production schedules.

Risk: 86.0%AI: 92EstimatedTime: 5%

Examine or test samples of processed substances, or collect samples for laboratory testing, to ensure conformance to specifications.

Risk: 48.9%AI: 39.83ObservedTime: 5%

Load equipment receptacles or conveyors with material to be processed, by hand or using hoists.

Risk: 57.0%AI: 60EstimatedTime: 10%

Remove products from equipment, manually or using hoists, and prepare them for storage, shipment, or additional processing.

Risk: 57.0%AI: 60EstimatedTime: 10%

Calculate amounts of materials to be loaded into furnaces, adjusting amounts as necessary for specific conditions.

Risk: 87.2%AI: 95EstimatedTime: 4%

Transport materials and products to and from work areas, manually or using carts, handtrucks, or hoists.

Risk: 63.0%AI: 75EstimatedTime: 8%

Melt or refine metal before casting, calculating required temperatures, and observe metal color, adjusting controls as necessary to maintain required temperatures.

Risk: 85.2%AI: 90EstimatedTime: 5%

Weigh or measure specified amounts of ingredients or materials for processing, using devices such as scales and calipers.

Risk: 65.0%AI: 80EstimatedTime: 4%

Direct crane operators and crew members to load vessels with materials to be processed.

Risk: 27.0%AI: 30EstimatedTime: 2%

Feed fuel, such as coal and coke, into fireboxes or onto conveyors, and remove ashes from furnaces, using shovels and buckets.

Risk: 49.0%AI: 40EstimatedTime: 4%

Replace worn or defective equipment parts, using hand tools.

Risk: 13.0%AI: 10EstimatedTime: 3%

Clean, lubricate, and adjust equipment, using scrapers, solvents, air hoses, oil, and hand tools.

Risk: 47.0%AI: 35EstimatedTime: 3%

Sprinkle chemicals on the surface of molten metal to bring impurities to surface and remove impurities, using strainers.

Risk: 49.0%AI: 40EstimatedTime: 2%

Protective Factors

Total protective discount: 25.4%

Essential Soft Skills

Traits that are hard for AI to replicate

Attention to DetailDependabilitySelf ControlStress ToleranceInitiativeCooperationIndependenceAchievement/EffortConcern for OthersAdaptability/FlexibilityPersistenceLeadership

Wage & Employment (2024)

Median Wage

$47,010

per year

Mean Wage

$49,250

per year

Employment

16K

workers

Wage Range

$35,010 - $66,190

10th - 90th pct

Wage Distribution

$35,010Median: $47,010$66,190
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

Refractory Materials Repairers, Except Brickmasons

20%
Low Risk

Median salary: $58,540

Higher risk than 7% of other occupations

Sawing Machine Setters, Operators, and Tenders, Wood

34%
Medium Risk

Median salary: $39,950

Higher risk than 63% of other occupations

Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic

35%
Medium Risk

Median salary: $45,590

Higher risk than 64% of other occupations

Plating and Coating Machine Setters, Operators, and Tenders, Metal and Plastic

38%
Medium Risk

Median salary: $41,600

Higher risk than 75% of other occupations

Metal-Refining Furnace Operators and Tenders

44%
Medium Risk

Median salary: $55,770

Higher risk than 90% of other occupations

Mixing and Blending Machine Setters, Operators, and Tenders

44%
Medium Risk

Median salary: $47,680

Higher risk than 90% of other occupations

Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders

45%
Medium Risk

Median salary: $47,060

Higher risk than 90% of other occupations

Food Batchmakers

45%
Medium Risk

Median salary: $40,790

Higher risk than 92% of other occupations

Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders

46%
Medium Risk

Median salary: $41,460

Higher risk than 93% of other occupations

Machine Feeders and Offbearers

51%
High Risk

Median salary: $39,700

Higher risk than 98% 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. Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders professionals should diversify beyond them.

  • Reading Comprehension

    High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • Information Ordering

    High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • 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.

  • 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.

  • Manual Dexterity

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

  • Coordination

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

  • Complex Problem Solving

    Complex Problem Solving 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.

  • Writing

    Writing 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.

  • 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

+3.4

overall change

Checking for existing plan...