Takeover 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
Checking for existing plan...

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%

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.

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.

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Score History

Risk score over 2 scoring runs

+1.6

overall change

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%

Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis