Takeover Tracker

vs

31 shared · 15 different

core competencies

Side-by-Side Comparison

MetricCooks, Private HouseholdManicurists and Pedicurists
Risk Score23.5%21.6%
Risk TierLow RiskLow Risk
Risk Percentile15th10th
Tasks at Risk (>50%)4 / 132 / 15
Median Salary$44,530$34,660
Employment900148K

Skill Comparison

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Sorted by largest difference

Organizing, Planning, and Prioritizing Work
Monitoring and Controlling Resources
Getting Information
Customer and Personal Service
Sales and Marketing
Handling and Moving Objects
Multilimb Coordination
Fluency of Ideas
Administration and Management
Thinking Creatively
Originality
Estimating the Quantifiable Characteristics of Products, Events, or Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Cooks, Private Household

27%

total discount

Manicurists and Pedicurists

23%

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.

Manicurists and Pedicurists

2 of 15 at risk
87%Maintain supply inventories and records of client services.
87%Schedule client appointments and accept payments.
45%Clean and sanitize tools and work environment.
41%Remove previously applied nail polish, using liquid remover and swabs.
39%Prepare customers' nails in soapy water, using swabs, files, and orange sticks.

Wage Comparison

Manicurists and Pedicurists earns -$9,870(-22%) vs Cooks, Private Household
Cooks, Private HouseholdManicurists and Pedicurists
10th
$38,240$27,910
25th
$42,800$31,510
Median
$44,530$34,660
75th
$47,150$37,660
90th
$92,480$47,990

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Head-to-head task automation timeline
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Career transition paths from each job
Risk-adjusted salary comparison
Combined protective factor strategy
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