AITakeover Tracker
45%medium risk

Food Cooking Machine Operators and Tenders

Operate or tend cooking equipment, such as steam cooking vats, deep fry cookers, pressure cookers, kettles, and boilers, to prepare food products.

Higher risk than 92% of occupations

AI Impact Summary

Food Cooking Machine 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 17 analyzed tasks, 6 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)

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.

Mathematics10%

Mathematics 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)

Leadership88%

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

Adaptability/Flexibility85%

Adaptability/Flexibility 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.

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.

Service Orientation82%

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

Equipment Maintenance78%

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

AI-Augmented Skills (7)

MonitoringWritingCritical ThinkingJudgment and Decision MakingActive LearningSystems AnalysisTechnology Design

Recommended Courses

Courses matched to Food Cooking Machine 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

-6.9pt 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

-4pt 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 School22%
High School Diploma51%
Some College7%
Post-Secondary Certificate20%

Prior Experience Needed

Work experience required to enter this job

None11%
Up to 1 month20%
3-6 months32%
6 months - 1 year33%
1-2 years4%

Training Provided After Hiring

How long it typically takes to learn on the job

None4%
Up to 1 month19%
1-3 months16%
3-6 months20%
6 months - 1 year39%
1-2 years2%

How AI Impacts Each Task

17 tasks analyzed

Tend or operate and control equipment, such as kettles, cookers, vats and tanks, and boilers, to cook ingredients or prepare products for further processing.

Risk: 47.0%AI: 35EstimatedTime: 15%

Set temperature, pressure, and time controls, and start conveyers, machines, or pumps.

Risk: 61.0%AI: 70EstimatedTime: 5%

Clean, wash, and sterilize equipment and cooking area, using water hoses, cleaning or sterilizing solutions, or rinses.

Risk: 45.0%AI: 30EstimatedTime: 10%

Observe gauges, dials, and product characteristics, and adjust controls to maintain appropriate temperature, pressure, and flow of ingredients.

Risk: 84.0%AI: 87EstimatedTime: 10%

Listen for malfunction alarms, and shut down equipment and notify supervisors when necessary.

Risk: 86.0%AI: 92EstimatedTime: 2%

Pour, dump, or load prescribed quantities of ingredients or products into cooking equipment, manually or using a hoist.

Risk: 49.0%AI: 40EstimatedTime: 10%

Remove cooked material or products from equipment.

Risk: 49.0%AI: 40EstimatedTime: 8%

Turn valves or start pumps to add ingredients or drain products from equipment and to transfer products for storage, cooling, or further processing.

Risk: 59.0%AI: 65EstimatedTime: 5%

Measure or weigh ingredients, using scales or measuring containers.

Risk: 57.0%AI: 60EstimatedTime: 5%

Read work orders, recipes, or formulas to determine cooking times and temperatures, and ingredient specifications.

Risk: 88.0%AI: 97EstimatedTime: 5%

Collect and examine product samples during production to test them for quality, color, content, consistency, viscosity, acidity, or specific gravity.

Risk: 74.0%AI: 62EstimatedTime: 5%

Place products on conveyors or carts, and monitor product flow.

Risk: 51.0%AI: 45EstimatedTime: 5%

Activate agitators and paddles to mix or stir ingredients, stopping machines when ingredients are thoroughly mixed.

Risk: 61.0%AI: 70EstimatedTime: 3%

Notify or signal other workers to operate equipment or when processing is complete.

Risk: 86.0%AI: 92EstimatedTime: 2%

Record production and test data, such as processing steps, temperature and steam readings, cooking time, batches processed, and test results.

Risk: 88.0%AI: 97EstimatedTime: 5%

Operate auxiliary machines and equipment, such as grinders, canners, and molding presses, to prepare or further process products.

Risk: 49.0%AI: 40EstimatedTime: 2%

Admit required amounts of water, steam, cooking oils, or compressed air into equipment, such as by opening water valves to cool mixtures to the desired consistency.

Risk: 61.0%AI: 70EstimatedTime: 3%

Protective Factors

Total protective discount: 25.5%

Essential Soft Skills

Traits that are hard for AI to replicate

DependabilityAttention to DetailLeadershipInitiativeSelf ControlCooperationPersistenceAnalytical ThinkingStress ToleranceAdaptability/FlexibilityIndependenceAchievement/Effort

Wage & Employment (2024)

Median Wage

$40,550

per year

Mean Wage

$41,930

per year

Employment

28K

workers

Wage Range

$30,540 - $54,170

10th - 90th pct

Wage Distribution

$30,540Median: $40,550$54,170
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

Solderers and Brazers

26%
Medium Risk

Median salary: $51,000

Higher risk than 23% of other occupations

Print Binding and Finishing Workers

37%
Medium Risk

Median salary: $39,820

Higher risk than 71% of other occupations

Paper Goods Machine Setters, Operators, and Tenders

38%
Medium Risk

Median salary: $49,390

Higher risk than 74% of other occupations

Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers

39%
Medium Risk

Median salary: $44,980

Higher risk than 79% 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

Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders

43%
Medium Risk

Median salary: $42,730

Higher risk than 87% of other occupations

Food Batchmakers

45%
Medium Risk

Median salary: $40,790

Higher risk than 92% of other occupations

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

45%
Medium Risk

Higher risk than 92% of other occupations

Adhesive Bonding Machine Operators and Tenders

46%
Medium Risk

Median salary: $45,210

Higher risk than 93% of other occupations

Packaging and Filling Machine Operators and Tenders

47%
Medium Risk

Median salary: $40,900

Higher risk than 95% 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. Food Cooking Machine Operators and Tenders professionals should diversify beyond them.

  • 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.

  • Mathematics

    Mathematics 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.

  • Leadership

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

  • Adaptability/Flexibility

    Adaptability/Flexibility 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.

  • Social Perceptiveness

    Social Perceptiveness 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.

  • Writing

    Writing 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.

  • 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

+1.6

overall change

Checking for existing plan...

Related News

Recent articles about AI affecting this occupation

2 articles

Why physical AI is becoming manufacturing’s next advantage

Industrial producers are shifting toward physical artificial intelligence to enhance factory automation, threatening traditional manufacturing roles.

MIT Technology Review3d ago

Bespoke AI models are the next big thing in filmmaking

The film industry is increasingly exploring custom artificial intelligence tools, raising concerns about the future of traditional Hollywood jobs.

The Verge AI4d ago