Cooks, Private Household vs Cooks, Short Order AI Risk

Job 1

Job 2

Job 1

Job 2

low risk

Cooks, Private Household

45 shared · 14 different

core competencies

medium risk

Cooks, Short Order

Side-by-Side Comparison

Cooks, Private Household leads 5–0

Metric	Cooks, Private Household	Cooks, Short Order
Risk Score	23.5%	33.8%
Risk Tier	Low Risk	Medium Risk
Risk Percentile	15th	61th
Tasks at Risk (>50%)	4 / 13	5 / 11
Median Salary	$44,530	$35,620
Employment	900	150K

Skill Comparison

Sorted by largest difference

Establishing and Maintaining Interpersonal Relationships

Customer and Personal Service

Sales and Marketing

Processing Information

Monitoring and Controlling Resources

Organizing, Planning, and Prioritizing Work

Performing Administrative Activities

Communicating with Supervisors, Peers, or Subordinates

Management of Material Resources

Fluency of Ideas

Administration and Management

Originality

Protective Factors

Higher values indicate stronger protection against AI displacement

Cooks, Private Household

27%

total discount

Cooks, Short Order

27%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Cooks, Private Household

4 of 13 at risk

85%Keep records pertaining to menus, finances, and other business-related issues.

73%Shop for or order food and kitchen supplies and equipment.

59%Plan menus according to employers' needs and diet restrictions.

55%Create and explore new cuisines.

47%Plan and prepare food for parties, holiday meals, luncheons, special functions, and other social events.

Cooks, Short Order

5 of 11 at risk

88%Accept payments, and make change or write charge slips as necessary.

75%Order supplies and stock them on shelves.

74%Plan work on orders so that items served together are finished at the same time.

53%Complete orders from steam tables, placing food on plates and serving customers at tables or counters.

51%Perform food preparation tasks, such as making sandwiches, carving meats, making soups or salads, baking breads or desserts, and brewing coffee or tea.

Wage Comparison

Cooks, Short Order earns -$8,910(-20%) vs Cooks, Private Household

Cooks, Private HouseholdCooks, Short Order

10th

$38,240$23,770

25th

$42,800$30,160

Median

$44,530$35,620

75th

$47,150$39,990

90th

$92,480$46,010

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Cooks, Private Household2028–2035

Cooks, Short Order2028–2035

20242030203520402045

Cooks, Private Household has a longer runway before significant displacement, projected 0 years later than Cooks, Short Order.

Risk-Adjusted Salary

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

Cooks, Private Household

$34,048

from $44,530

Cooks, Short Order

$23,584

from $35,620

After adjusting for AI risk, Cooks, Private Household offers $10,464 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

Social Intelligence

Regulatory Barriers

Fine Manipulation

Cooks, Private HouseholdCooks, Short Order

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