Cooks, Fast Food vs Cooks, Institution and Cafeteria AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Cooks, Fast Food

46 shared · 9 different

core competencies

medium risk

Cooks, Institution and Cafeteria

Side-by-Side Comparison

Cooks, Institution and Cafeteria leads 5–0

Metric	Cooks, Fast Food	Cooks, Institution and Cafeteria
Risk Score	46.3%	39.8%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	93th	80th
Tasks at Risk (>50%)	12 / 15	9 / 15
Median Salary	$30,160	$36,450
Employment	668K	448K

Skill Comparison

Sorted by largest difference

Inspecting Equipment, Structures, or Material

Time Management

MonitoringAI-Augmented

Customer and Personal Service

Training and Teaching Others

Quality Control Analysis

Complex Problem SolvingAI-Resistant

Communicating with Persons Outside Organization

Performing for or Working Directly with the Public

Protective Factors

Higher values indicate stronger protection against AI displacement

Cooks, Fast Food

23%

total discount

Cooks, Institution and Cafeteria

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Cooks, Fast Food

12 of 15 at risk

88%Take food and drink orders and receive payment from customers.

76%Verify that prepared food meets requirements for quality and quantity.

75%Read food order slips or receive verbal instructions as to food required by patron, and prepare and cook food according to instructions.

61%Prepare and serve beverages, such as coffee or fountain drinks.

59%Prepare specialty foods, such as pizzas, fish and chips, sandwiches, or tacos, following specific methods that usually require short preparation time.

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 +$6,290(+21%) vs Cooks, Fast Food

Cooks, Fast FoodCooks, Institution and Cafeteria

10th

$22,370$26,800

25th

$26,540$30,530

Median

$30,160$36,450

75th

$35,710$42,860

90th

$38,980$48,320

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Cooks, Fast Food2028–2035

Cooks, Institution and Cafeteria2028–2035

20242030203520402045

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

Risk-Adjusted Salary

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

Cooks, Fast Food

$16,211

from $30,160

Cooks, Institution and Cafeteria

$21,950

from $36,450

After adjusting for AI risk, Cooks, Institution and Cafeteria offers $5,739 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Cooks,

Combined Protection Strategy

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

Creativity

Fine Manipulation

Social Intelligence

Decision Complexity

Cooks, Fast FoodCooks, Institution and Cafeteria

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