Food preparation workers

AI Overlap Index
36.3 / 100
Selectively Exposed

Physical, social, or oversight-heavy work that AI augments rather than replaces.

SOC 35-2021 · Food Preparation And Serving

Bureau of Labor Statistics
Median pay
$34,220/yr
Hourly
$16/hr
Jobs 2024
902,700
Projected 2034
871,800
10-yr outlook
-3% · Decline
Employment change
-30,900
Entry education
No formal educational credential
SOC code
35-2021

Signal composition

how the 0-100 score is assembled

Task Automation Impact weight 60%
25.9
contribution to AOI: 15.5
Automation Potential weight 10%
20.0
contribution to AOI: 2.0
Market Pressure weight 15%
45.0
contribution to AOI: 6.8
Entry Barrier Erosion weight 15%
80.0
contribution to AOI: 12.0

By seniority

multiplicative adjustment from category curve

Entry
42.8
mult 1.18x
Mid
36.3
mult 1.00x
Senior
29.8
mult 0.82x

Entry-level roles carry the brunt because they concentrate the most automatable subset of tasks. Senior work is insulated by judgment, relationships, and accountability.

Task-level analysis

scored 0-100 for current-generation AI feasibility, weighted by BLS-stated importance

10 tasks · model: claude-sonnet-4-5-20250929
Supporting t10

Prepare beverages using soda machines, tea brewers, and coffeemakers

Modern beverage machines are largely automated, requiring only button presses or simple inputs to dispense coffee, tea, and sodas. AI-integrated systems can handle orders and dispense with minimal human involvement, already common in self-service and automated food service.

BLS evidence: These workers may stock and use soda machines, tea brewers, and coffeemakers to prepare beverages for customers.

72
automation
Important t7

Take and record temperature of food and food storage areas

Digital thermometers with automated logging and IoT sensors can continuously monitor and record temperatures with minimal human intervention, requiring only periodic verification and response to alerts—technology already widely deployed in commercial kitchens.

BLS evidence: Food preparation workers take and record the temperature of food and food storage areas.

68
automation
Important t6

Store food in suitable containers and storage areas to prevent spoilage

Involves selecting appropriate containers, physically transferring food items of varied shapes and consistencies, navigating storage areas, and applying food safety knowledge to prevent spoilage—AI can assist with tracking and alerts, but physical execution requires human dexterity.

BLS evidence: Workers keep food in suitable containers and storage areas to prevent spoilage.

25
automation
Important t4

Weigh or measure ingredients such as meats and liquids

While digital scales can automate weight measurement, the task involves physical handling of ingredients with varied consistencies, pouring liquids, and portioning irregular items like cuts of meat, requiring human dexterity and judgment in typical kitchen workflows.

BLS evidence: Their duties include weighing or measuring ingredients, such as meats and liquids.

22
automation
Important t5

Stock and maintain salad bars and buffet tables

Requires continuous physical movement between storage and service areas, arranging food attractively while monitoring freshness and temperature, replenishing varied items, and making real-time decisions about presentation—tasks requiring mobility and judgment in dynamic environments.

BLS evidence: Common duties include keeping salad bars and buffet tables stocked and clean.

20
automation
Core t2

Make salads, sandwiches, and other cold food items

Involves physical assembly of ingredients with variable shapes and sizes, requires dexterity for spreading, layering, and arranging components, and demands real-time quality assessment that robotic systems struggle with in non-factory kitchen settings.

BLS evidence: Common duties include making salads, sandwiches, and other cold food items.

18
automation
Supporting t8

Retrieve and provide pots, pans, food, and equipment for cooks and chefs

Requires navigating kitchen spaces, identifying and retrieving varied equipment and ingredients from different storage locations, and coordinating timing with cooks' needs—tasks demanding mobility, object recognition in cluttered environments, and real-time communication beyond current robotics.

BLS evidence: Food preparation workers retrieve pots and pans and when needed, retrieve food and equipment for cooks and chefs.

16
automation
Important t3

Clean and sanitize work areas, equipment, utensils, and dishes

Requires physical manipulation of varied equipment in non-standardized kitchen layouts, navigating around other workers, and applying appropriate cleaning techniques to different surfaces and materials—tasks that demand mobility and dexterity beyond current affordable robotics.

BLS evidence: Food preparation workers typically clean and sanitize work areas, equipment, utensils, and dishes.

15
automation
Supporting t9

Unload and store food supplies

Involves physical labor of lifting varied packages and containers, navigating delivery areas and storage spaces, organizing items in appropriate locations, and verifying deliveries—tasks requiring strength, mobility, and spatial reasoning in non-standardized environments.

BLS evidence: Workers unload and store food supplies.

14
automation
Core t1

Prepare fruit, vegetables, meats, poultry, and seafood for cooking

Requires fine motor skills for knife work, handling varied textures and shapes of fresh ingredients in unpredictable configurations, and real-time judgment about quality and safety that current robotics cannot reliably match in typical kitchen environments.

BLS evidence: Duties include preparing cold foods, slicing meat, peeling and cutting vegetables, and preparing ingredients by cutting meats, poultry, and seafood for cooking.

12
automation

Task heatmap

automation score by task, sorted by weighted contribution

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External signals and sources

category-level priors and BLS fields that feed the four non-task signals

Automation Potential
20
karpathy 2/10
  • Karpathy/BLS Digital AI Exposure (0-10 scale rescaled to 0-100)
Market Pressure
45
outlook: Decline
  • BLS projected outlook: Decline (-3%)
  • Indeed demand signal (monthly refresh pending)
Entry Barrier Erosion
80
ed: No formal educational credential
  • BLS typical entry-level education: No formal educational credential
  • Credential trend signal (annual refresh)

Related in Food Preparation And Serving

closest AOI neighbors in the same category