Side-by-Side Comparison
Cooks, Private Household leads 5–0| Metric | Cooks, Private Household | Bakers |
|---|---|---|
| Risk Score | 23.5% | 36.6% |
| Risk Tier | Low Risk | Medium Risk |
| Risk Percentile | 15th | 71th |
| Tasks at Risk (>50%) | 4 / 13 | 8 / 15 |
| Median Salary | $44,530 | $36,650 |
| Employment | 900 | 232K |
Skill Comparison
|
Sorted by largest difference
Production and Processing
Customer and Personal Service
Establishing and Maintaining Interpersonal Relationships
Sales and Marketing
Service OrientationAI-Resistant
Performing for or Working Directly with the Public
Inspecting Equipment, Structures, or Material
Training and Teaching Others
Communicating with Supervisors, Peers, or Subordinates
Organizing, Planning, and Prioritizing Work
Thinking Creatively
Getting Information
Protective Factors
Higher values indicate stronger protection against AI displacement
Cooks, Private Household
27%
total discount
Bakers
25%
total discount
Task Risk Comparison
Tasks sorted by AI automation risk — higher means more automatable
Cooks, Private Household
4 of 13 at risk85%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.
Bakers
8 of 15 at risk85%Direct or coordinate bakery deliveries.
73%Adapt the quantity of ingredients to match the amount of items to be baked.
65%Set time and speed controls for mixing machines, blending machines, or steam kettles so that ingredients will be mixed or cooked according to instructions.
63%Operate slicing or wrapping machines.
61%Check products for quality and identify damaged or expired goods.
Wage Comparison
Bakers earns -$7,880(-18%) vs Cooks, Private Household
Cooks, Private HouseholdBakers
10th
$38,240$27,560
25th
$42,800$31,470
Median
$44,530$36,650
75th
$47,150$42,570
90th
$92,480$48,260
Premium Head-to-Head Analysis
Displacement Timeline Comparison
Cooks, Private Household2028–2035
Bakers2028–2035
20242030203520402045
Cooks, Private Household has a longer runway before significant displacement, projected 0 years later than Bakers.
Risk-Adjusted Salary
Salary weighted by displacement risk: salary × (1 − risk%)
Cooks, Private Household
$34,048
from $44,530
Bakers
$23,225
from $36,650
After adjusting for AI risk, Cooks, Private Household offers $10,823 more in risk-adjusted pay.
Transition Feasibility
1%
Skill Overlap
Low overlap — significant retraining needed for transition
0
Unique to Cooks,
0
Unique to Bakers
Combined Protection Strategy
Regardless of which path you choose, focus on these protective factors
Creativity
Fine Manipulation
Regulatory Barriers
Decision Complexity
Cooks, Private HouseholdBakers