Takeover Tracker
33%medium risk
Flight Attendants
vs

38 shared · 28 different

core competencies

Side-by-Side Comparison

MetricFlight AttendantsChildcare Workers
Risk Score32.9%21.7%
Risk TierMedium RiskLow Risk
Risk Percentile56th11th
Tasks at Risk (>50%)8 / 152 / 15
Median Salary$67,130$32,050
Employment130K520K

Skill Comparison

|

Sorted by largest difference

Performing for or Working Directly with the Public
Customer and Personal Service
Handling and Moving Objects
Psychology
Identifying Objects, Actions, and Events
Monitor Processes, Materials, or Surroundings
Public Safety and Security
Coordinating the Work and Activities of Others
Getting Information
Speech Clarity
Making Decisions and Solving Problems
Performing General Physical Activities

Protective Factors

Higher values indicate stronger protection against AI displacement

Flight Attendants

33%

total discount

Childcare Workers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Flight Attendants

8 of 15 at risk
87%Announce and demonstrate safety and emergency procedures, such as the use of oxygen masks, seat belts, and life jackets.
87%Announce flight delays and descent preparations.
87%Inspect passenger tickets to verify information and to obtain destination information.
78%Attend preflight briefings concerning weather, altitudes, routes, emergency procedures, crew coordination, lengths of flights, food and beverage services offered, and numbers of passengers.
62%Prepare passengers and aircraft for landing, following procedures.

Childcare Workers

2 of 15 at risk
85%Perform general administrative tasks, such as taking attendance, editing internal paperwork, and making phone calls.
70%Keep records on individual children, including daily observations and information about activities, meals served, and medications administered.
45%Organize and store toys and materials to ensure order in activity areas.
45%Sterilize bottles and prepare formulas.
41%Sanitize toys and play equipment.

Wage Comparison

Childcare Workers earns -$35,080(-52%) vs Flight Attendants
Flight AttendantsChildcare Workers
10th
$34,030$22,900
25th
$52,280$28,000
Median
$67,130$32,050
75th
$98,160$36,960
90th
$138,040$44,560

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Flight Attendants20282035
Childcare Workers20282035
20242030203520402045

Childcare Workers has a longer runway before significant displacement, projected 0 years later than Flight Attendants.

Risk-Adjusted Salary

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

Flight Attendants

$45,058

from $67,130

Childcare Workers

$25,095

from $32,050

After adjusting for AI risk, Flight Attendants offers $19,963 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Flight

0

Unique to Childcare

Combined Protection Strategy

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

Fine Manipulation
Creativity
Social Intelligence
Regulatory Barriers
Flight AttendantsChildcare Workers