Takeover Tracker
24%low risk
Cooks, Private Household
vs

45 shared · 11 different

core competencies

39%medium risk
Library Technicians

Side-by-Side Comparison

MetricCooks, Private HouseholdLibrary Technicians
Risk Score23.5%39.4%
Risk TierLow RiskMedium Risk
Risk Percentile15th79th
Tasks at Risk (>50%)4 / 135 / 15
Median Salary$44,530$39,970
Employment90074K

Skill Comparison

|

Sorted by largest difference

Communicating with Supervisors, Peers, or Subordinates
Interacting With Computers
Monitoring and Controlling Resources
Administration and Management
Education and Training
Processing Information
Fluency of Ideas
Clerical
Documenting/Recording Information
Reading ComprehensionAI-Vulnerable
Manual DexterityAI-Resistant

Protective Factors

Higher values indicate stronger protection against AI displacement

Cooks, Private Household

27%

total discount

Library Technicians

25%

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.

Library Technicians

5 of 15 at risk
87%Reserve, circulate, renew, and discharge books and other materials.
87%Enter and update patrons' records on computers.
87%Compile and maintain records relating to circulation, materials, and equipment.
86%Process interlibrary loans for patrons.
84%Issue identification cards to borrowers.

Wage Comparison

Library Technicians earns -$4,560(-10%) vs Cooks, Private Household
Cooks, Private HouseholdLibrary Technicians
10th
$38,240$27,890
25th
$42,800$33,510
Median
$44,530$39,970
75th
$47,150$49,740
90th
$92,480$60,960

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Cooks, Private Household2028–2035
Library Technicians2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Cooks, Private Household

$34,048

from $44,530

Library Technicians

$24,242

from $39,970

After adjusting for AI risk, Cooks, Private Household offers $9,806 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Cooks,

0

Unique to Library

Combined Protection Strategy

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

Creativity
Fine Manipulation
Regulatory Barriers
Social Intelligence
Cooks, Private HouseholdLibrary Technicians
Find transitions from Cooks, Private HouseholdFind transitions from Library Technicians