Takeover Tracker
43%medium risk
Amusement and Recreation Attendants
vs

27 shared · 10 different

core competencies

54%high risk
Gaming and Sports Book Writers and Runners

Side-by-Side Comparison

MetricAmusement and Recreation AttendantsGaming and Sports Book Writers and Runners
Risk Score42.7%54.2%
Risk TierMedium RiskHigh Risk
Risk Percentile87th99th
Tasks at Risk (>50%)8 / 1512 / 15
Median Salary$30,490$30,460
Employment372K8K

Skill Comparison

|

Sorted by largest difference

Handling and Moving Objects
Performing General Physical Activities
Clerical
MathematicsAI-Vulnerable
Administration and Management
Monitor Processes, Materials, or Surroundings
Customer and Personal Service
Oral Comprehension
Information OrderingAI-Vulnerable
Near Vision

Protective Factors

Higher values indicate stronger protection against AI displacement

Amusement and Recreation Attendants

23%

total discount

Gaming and Sports Book Writers and Runners

23%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Amusement and Recreation Attendants

8 of 15 at risk
87%Sell tickets and collect fees from customers.
87%Record details of attendance, sales, receipts, reservations, or repair activities.
85%Rent, sell, or issue sporting equipment and supplies, such as bowling shoes, golf balls, swimming suits, or beach chairs.
85%Direct patrons to rides, seats, or attractions.
71%Verify, collect, or punch tickets before admitting patrons to venues such as amusement parks and rides.

Gaming and Sports Book Writers and Runners

12 of 15 at risk
86%Provide race or game information to patrons.
86%Exchange paper currency for playing chips or coins.
86%Compare the house hand with players' hands to determine the winner.
84%Check to ensure that all players have placed their bets before play begins.
80%Conduct gambling tables or games, such as dice, roulette, cards, or keno, and ensure that game rules are followed.

Wage Comparison

Gaming and Sports Book Writers and Runners earns -$30(0%) vs Amusement and Recreation Attendants
Amusement and Recreation AttendantsGaming and Sports Book Writers and Runners
10th
$21,940$22,200
25th
$26,430$24,960
Median
$30,490$30,460
75th
$35,360$36,310
90th
$39,940$45,900

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Amusement and Recreation Attendants2028–2035
Gaming and Sports Book Writers and Runners2028–2035
20242030203520402045

Amusement and Recreation Attendants has a longer runway before significant displacement, projected 0 years later than Gaming and Sports Book Writers and Runners.

Risk-Adjusted Salary

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

Amusement and Recreation Attendants

$17,474

from $30,490

Gaming and Sports Book Writers and Runners

$13,948

from $30,460

After adjusting for AI risk, Amusement and Recreation Attendants offers $3,526 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Amusement

0

Unique to Gaming

Combined Protection Strategy

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

Fine Manipulation
Creativity
Decision Complexity
Social Intelligence
Amusement and Recreation AttendantsGaming and Sports Book Writers and Runners
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