Takeover Tracker
vs

44 shared · 25 different

core competencies

Side-by-Side Comparison

MetricUmpires, Referees, and Other Sports OfficialsChildcare Workers
Risk Score39.7%21.7%
Risk TierMedium RiskLow Risk
Risk Percentile80th11th
Tasks at Risk (>50%)10 / 152 / 15
Median Salary$38,820$32,050
Employment15K520K

Skill Comparison

|

Sorted by largest difference

Assisting and Caring for Others
Coaching and Developing Others
Making Decisions and Solving Problems
Evaluating Information to Determine Compliance with Standards
Performing General Physical Activities
Updating and Using Relevant Knowledge
Processing Information
Communicating with Supervisors, Peers, or Subordinates
Thinking Creatively
Training and Teaching Others
Resolving Conflicts and Negotiating with Others
Judging the Qualities of Things, Services, or People

Protective Factors

Higher values indicate stronger protection against AI displacement

Umpires, Referees, and Other Sports Officials

28%

total discount

Childcare Workers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Umpires, Referees, and Other Sports Officials

10 of 15 at risk
88%Keep track of event times, including race times and elapsed time during game segments, starting or stopping play when necessary.
88%Verify scoring calculations before competition winners are announced.
88%Compile scores and other athletic records.
86%Report to regulating organizations regarding sporting activities, complaints made, and actions taken or needed such as fines or other disciplinary actions.
86%Verify credentials of participants in sporting events, and make other qualifying determinations such as starting order or handicap number.

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 -$6,770(-17%) vs Umpires, Referees, and Other Sports Officials
Umpires, Referees, and Other Sports OfficialsChildcare Workers
10th
$25,070$22,900
25th
$30,920$28,000
Median
$38,820$32,050
75th
$53,560$36,960
90th
$93,180$44,560

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Umpires, Referees, and Other Sports Officials20282035
Childcare Workers20282035
20242030203520402045

Childcare Workers has a longer runway before significant displacement, projected 0 years later than Umpires, Referees, and Other Sports Officials.

Risk-Adjusted Salary

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

Umpires, Referees, and Other Sports Officials

$23,401

from $38,820

Childcare Workers

$25,095

from $32,050

After adjusting for AI risk, Childcare Workers offers $1,694 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Umpires,

0

Unique to Childcare

Combined Protection Strategy

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

Creativity
Decision Complexity
Fine Manipulation
Social Intelligence
Umpires, Referees, and Other Sports OfficialsChildcare Workers