AITakeover Tracker
40%medium risk

Chemical Equipment Operators and Tenders

Operate or tend equipment to control chemical changes or reactions in the processing of industrial or consumer products. Equipment used includes devulcanizers, steam-jacketed kettles, and reactor vessels.

Green Increased DemandHigher risk than 81% of occupations

AI Impact Summary

Chemical Equipment Operators and Tenders faces moderate AI displacement risk with a score of 40/100. This occupation has higher AI displacement risk than 81% of all analyzed occupations. Of 24 analyzed tasks, 7 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)

Mathematics10%

High reliance on Mathematics 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.

Reading Comprehension10%

High reliance on Reading Comprehension 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.

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.

Complex Problem Solving75%

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

Coordination70%

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

Equipment Maintenance78%

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

Social Perceptiveness90%

Social Perceptiveness 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)

MonitoringJudgment and Decision MakingCritical ThinkingWritingActive LearningSystems AnalysisTechnology Design

Recommended Courses

Courses matched to Chemical Equipment 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

-7pt risk+$3K/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

-5.3pt 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

-3.8pt 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 School2%
High School Diploma49%
Some College14%
Post-Secondary Certificate21%
Associate's Degree14%
Bachelor's Degree2%

Prior Experience Needed

Work experience required to enter this job

None19%
6 months - 1 year5%
1-2 years18%
2-4 years26%
4-6 years32%

Training Provided After Hiring

How long it typically takes to learn on the job

Up to 1 month2%
1-3 months14%
3-6 months27%
6 months - 1 year30%
1-2 years17%
2-4 years5%
4-6 years5%
6-8 years1%

How AI Impacts Each Task

24 tasks analyzed

Observe safety precautions to prevent fires or explosions.

Risk: 69.2%AI: 50EstimatedTime: 5%

Record operational data, such as temperatures, pressures, ingredients used, processing times, or test results.

Risk: 62.3%AI: 32.85ObservedTime: 5%

Control or operate equipment in which chemical changes or reactions take place during the processing of industrial or consumer products.

Risk: 55.0%AI: 55EstimatedTime: 9%

Patrol work areas to detect leaks or equipment malfunctions or to monitor operating conditions.

Risk: 51.0%AI: 45EstimatedTime: 5%

Draw samples of products at specified stages so that analyses can be performed.

Risk: 45.0%AI: 30EstimatedTime: 3%

Adjust controls to regulate temperature, pressure, feed, or flow of liquids or gases and times of prescribed reactions, according to knowledge of equipment and processes.

Risk: 57.0%AI: 60EstimatedTime: 7%

Monitor gauges, recording instruments, flowmeters, or products to ensure that specified conditions are maintained.

Risk: 85.2%AI: 90EstimatedTime: 8%

Test product samples for specific gravity, chemical characteristics, pH levels, concentrations, or viscosities or send them to laboratories for testing.

Risk: 77.2%AI: 70EstimatedTime: 4%

Inspect equipment or units to detect leaks or malfunctions, shutting equipment down if necessary.

Risk: 49.0%AI: 40EstimatedTime: 4%

Open valves or start pumps, agitators, reactors, blowers, or automatic feed of materials.

Risk: 47.0%AI: 35EstimatedTime: 5%

Implement appropriate industrial emergency response procedures.

Risk: 11.0%AI: 5EstimatedTime: 2%

Read plant specifications to determine products, ingredients, or prescribed modifications of plant procedures.

Risk: 87.2%AI: 95EstimatedTime: 3%

Measure, weigh, and mix chemical ingredients, according to specifications.

Risk: 47.0%AI: 35EstimatedTime: 5%

Dump or scoop prescribed solid, granular, or powdered materials into equipment.

Risk: 45.0%AI: 30EstimatedTime: 4%

Notify maintenance engineers of equipment malfunctions.

Risk: 85.2%AI: 90EstimatedTime: 2%

Estimate materials required for production and manufacturing of products.

Risk: 85.2%AI: 90EstimatedTime: 3%

Add treating or neutralizing agents to products and pump products through filters or centrifuges to remove impurities or to precipitate products.

Risk: 47.0%AI: 35EstimatedTime: 4%

Observe and compare colors and consistencies of products to instrument readings and to laboratory and standard test results.

Risk: 83.2%AI: 85EstimatedTime: 3%

Direct activities of workers assisting in control or verification of processes or in unloading of materials.

Risk: 21.0%AI: 15EstimatedTime: 3%

Drain equipment and pump water or other solutions through to flush and clean tanks or equipment.

Risk: 45.0%AI: 30EstimatedTime: 4%

Flush or clean equipment, using steam hoses or mechanical reamers.

Risk: 45.0%AI: 30EstimatedTime: 4%

Make minor repairs, lubricate, and maintain equipment, using hand tools.

Risk: 11.0%AI: 5EstimatedTime: 3%

Inventory supplies received and consumed.

Risk: 85.2%AI: 90EstimatedTime: 2%

Load products into tanks for shipment.

Risk: 43.0%AI: 25EstimatedTime: 3%

Protective Factors

Total protective discount: 29.1%

Essential Soft Skills

Traits that are hard for AI to replicate

Attention to DetailDependabilityCooperationIntegrityAdaptability/FlexibilityStress ToleranceInitiativePersistenceConcern for OthersIndependenceLeadershipAnalytical Thinking

Wage & Employment (2024)

Median Wage

$57,090

per year

Mean Wage

$59,800

per year

Employment

127K

workers

Wage Range

$37,270 - $88,460

10th - 90th pct

Wage Distribution

$37,270Median: $57,090$88,460
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

Hazardous Materials Removal Workers

23%
Low Risk

Median salary: $48,490

Higher risk than 12% of other occupations

Non-Destructive Testing Specialists

35%
Medium Risk

Median salary: $77,390

Higher risk than 65% of other occupations

Rolling Machine Setters, Operators, and Tenders, Metal and Plastic

38%
Medium Risk

Median salary: $48,630

Higher risk than 76% of other occupations

Cutting and Slicing Machine Setters, Operators, and Tenders

40%
Medium Risk

Median salary: $45,700

Higher risk than 81% of other occupations

Gas Compressor and Gas Pumping Station Operators

41%
Medium Risk

Median salary: $71,510

Higher risk than 85% of other occupations

Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders

42%
Medium Risk

Median salary: $49,500

Higher risk than 85% of other occupations

Petroleum Pump System Operators, Refinery Operators, and Gaugers

42%
Medium Risk

Median salary: $97,540

Higher risk than 86% of other occupations

Mixing and Blending Machine Setters, Operators, and Tenders

42%
Medium Risk

Median salary: $47,680

Higher risk than 87% of other occupations

Pump Operators, Except Wellhead Pumpers

42%
Medium Risk

Median salary: $60,020

Higher risk than 87% of other occupations

Chemical Plant and System Operators

44%
Medium Risk

Median salary: $73,540

Higher risk than 90% of other occupations

Chief Executives

26%
Medium Risk

Higher risk than 19% of other occupations

Sales Managers

26%
Medium Risk

Higher risk than 19% of other occupations

General and Operations Managers

29%
Medium Risk

Higher risk than 30% of other occupations

Advertising and Promotions Managers

29%
Medium Risk

Higher risk than 33% of other occupations

Marketing Managers

30%
Medium Risk

Higher risk than 36% of other occupations

Computer and Information Systems Managers

31%
Medium Risk

Higher risk than 43% of other occupations

Subscribed — always updated

Recommendations

Skills to Develop

These skills are at risk from AI automation. Chemical Equipment Operators and Tenders professionals should diversify beyond them.

  • Mathematics

    High reliance on Mathematics 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.

  • Reading Comprehension

    High reliance on Reading Comprehension 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.

  • 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.

  • Complex Problem Solving

    Complex Problem Solving 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.

  • 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.

  • Critical Thinking

    Critical Thinking 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 1 scoring run

Checking for existing plan...