Takeover Tracker
54%high risk
Gaming and Sports Book Writers and Runners
vs

41 shared · 10 different

core competencies

47%medium risk
Office Clerks, General

Side-by-Side Comparison

MetricGaming and Sports Book Writers and RunnersOffice Clerks, General
Risk Score54.2%47.2%
Risk TierHigh RiskMedium Risk
Risk Percentile99th95th
Tasks at Risk (>50%)12 / 1513 / 15
Median Salary$30,460$43,630
Employment8K2.5M

Skill Comparison

|

Sorted by largest difference

Clerical
Performing for or Working Directly with the Public
Organizing, Planning, and Prioritizing Work
MathematicsAI-Vulnerable
Interacting With Computers
Assisting and Caring for Others
Performing Administrative Activities
Training and Teaching Others
Reading ComprehensionAI-Vulnerable
English Language

Protective Factors

Higher values indicate stronger protection against AI displacement

Gaming and Sports Book Writers and Runners

23%

total discount

Office Clerks, General

25%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Office Clerks, General

13 of 15 at risk
88%Type, format, proofread, and edit correspondence and other documents, from notes or dictating machines, using computers or typewriters.
87%Compute, record, and proofread data and other information, such as records or reports.
85%Maintain and update filing, inventory, mailing, and database systems, either manually or using a computer.
83%Complete and mail bills, contracts, policies, invoices, or checks.
74%Collect, count, and disburse money, do basic bookkeeping, and complete banking transactions.

Wage Comparison

Office Clerks, General earns +$13,170(+43%) vs Gaming and Sports Book Writers and Runners
Gaming and Sports Book Writers and RunnersOffice Clerks, General
10th
$22,200$29,120
25th
$24,960$35,350
Median
$30,460$43,630
75th
$36,310$52,560
90th
$45,900$63,840

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Gaming and Sports Book Writers and Runners2028–2035
Office Clerks, General2028–2035
20242030203520402045

Office Clerks, General 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%)

Gaming and Sports Book Writers and Runners

$13,948

from $30,460

Office Clerks, General

$23,032

from $43,630

After adjusting for AI risk, Office Clerks, General offers $9,085 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Gaming

0

Unique to Office

Combined Protection Strategy

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

Creativity
Fine Manipulation
Decision Complexity
Regulatory Barriers
Gaming and Sports Book Writers and RunnersOffice Clerks, General
Find transitions from Gaming and Sports Book Writers and RunnersFind transitions from Office Clerks, General