Food Preparation Workers vs Cooks, Institution and Cafeteria AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Food Preparation Workers

53 shared · 6 different

core competencies

medium risk

Cooks, Institution and Cafeteria

Side-by-Side Comparison

Food Preparation Workers leads 4–1

Metric	Food Preparation Workers	Cooks, Institution and Cafeteria
Risk Score	36.7%	39.8%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	71th	80th
Tasks at Risk (>50%)	7 / 15	9 / 15
Median Salary	$34,220	$36,450
Employment	889K	448K

Skill Comparison

Sorted by largest difference

Administration and Management

Time Sharing

Management of Personnel Resources

Customer and Personal Service

Scheduling Work and Activities

MonitoringAI-Augmented

Protective Factors

Higher values indicate stronger protection against AI displacement

Food Preparation Workers

26%

total discount

Cooks, Institution and Cafeteria

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Food Preparation Workers

7 of 15 at risk

88%Take and record temperature of food and food storage areas, such as refrigerators and freezers.

87%Operate cash register, handle money, and give correct change.

64%Keep records of the quantities of food used.

59%Vacuum dining area and sweep and mop kitchen floor.

57%Distribute food to waiters and waitresses to serve to customers.

Cooks, Institution and Cafeteria

9 of 15 at risk

87%Compile and maintain records of food use and expenditures.

86%Monitor use of government food commodities to ensure that proper procedures are followed.

86%Monitor menus and spending to ensure that meals are prepared economically.

80%Monitor and record food temperatures to ensure safety of food.

78%Take inventory of supplies and equipment.

Wage Comparison

Cooks, Institution and Cafeteria earns +$2,230(+7%) vs Food Preparation Workers

Food Preparation WorkersCooks, Institution and Cafeteria

10th

$23,490$26,800

25th

$28,740$30,530

Median

$34,220$36,450

75th

$37,540$42,860

90th

$44,260$48,320

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Food Preparation Workers2028–2035

Cooks, Institution and Cafeteria2028–2035

20242030203520402045

Food Preparation Workers has a longer runway before significant displacement, projected 0 years later than Cooks, Institution and Cafeteria.

Risk-Adjusted Salary

Salary weighted by displacement risk: salary × (1 − risk%)

Food Preparation Workers

$21,654

from $34,220

Cooks, Institution and Cafeteria

$21,950

from $36,450

After adjusting for AI risk, Cooks, Institution and Cafeteria offers $296 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Food

Unique to Cooks,

Combined Protection Strategy

Regardless of which path you choose, focus on these protective factors

Creativity

Regulatory Barriers

Social Intelligence

Decision Complexity

Food Preparation WorkersCooks, Institution and Cafeteria

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