Takeover Tracker
vs

38 shared · 19 different

core competencies

49%medium risk
Gaming Dealers

Side-by-Side Comparison

MetricUmpires, Referees, and Other Sports OfficialsGaming Dealers
Risk Score39.7%49.1%
Risk TierMedium RiskMedium Risk
Risk Percentile80th96th
Tasks at Risk (>50%)10 / 1512 / 15
Median Salary$38,820$33,280
Employment15K83K

Skill Comparison

|

Sorted by largest difference

Making Decisions and Solving Problems
Coaching and Developing Others
Customer and Personal Service
Resolving Conflicts and Negotiating with Others
Updating and Using Relevant Knowledge
Training and Teaching Others
MathematicsAI-Vulnerable
Far Vision
Performing General Physical Activities
Performing for or Working Directly with the Public
Guiding, Directing, and Motivating Subordinates
Communicating with Supervisors, Peers, or Subordinates

Protective Factors

Higher values indicate stronger protection against AI displacement

Umpires, Referees, and Other Sports Officials

28%

total discount

Gaming Dealers

27%

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.

Gaming Dealers

12 of 15 at risk
88%Pay winnings or collect losing bets as established by the rules and procedures of a specific game.
88%Deal cards to house hands, and compare these with players' hands to determine winners, as in black jack.
88%Conduct gambling games, such as dice, roulette, cards, or keno, following all applicable rules and regulations.
88%Check to ensure that all players have placed bets before play begins.
88%Apply rule variations to card games such as poker, in which players bet on the value of their hands.

Wage Comparison

Gaming Dealers earns -$5,540(-14%) vs Umpires, Referees, and Other Sports Officials
Umpires, Referees, and Other Sports OfficialsGaming Dealers
10th
$25,070$22,340
25th
$30,920$24,480
Median
$38,820$33,280
75th
$53,560$45,430
90th
$93,180$73,530

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Umpires, Referees, and Other Sports Officials20282035
Gaming Dealers20282035
20242030203520402045

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

Risk-Adjusted Salary

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

Umpires, Referees, and Other Sports Officials

$23,401

from $38,820

Gaming Dealers

$16,953

from $33,280

After adjusting for AI risk, Umpires, Referees, and Other Sports Officials offers $6,448 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Umpires,

0

Unique to Gaming

Combined Protection Strategy

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

Fine Manipulation
Decision Complexity
Creativity
Regulatory Barriers
Umpires, Referees, and Other Sports OfficialsGaming Dealers