Takeover Tracker
28%medium risk
Transportation Managers
vs

78 shared · 11 different

core competencies

39%medium risk
Gaming Managers

Side-by-Side Comparison

MetricTransportation ManagersGaming Managers
Risk Score27.9%38.9%
Risk TierMedium RiskMedium Risk
Risk Percentile29th78th
Tasks at Risk (>50%)6 / 157 / 15
Median Salary$102,010$85,580
Employment213K5K

Skill Comparison

|

Sorted by largest difference

Communicating with Persons Outside Organization
Performing for or Working Directly with the Public
Thinking Creatively
Operations Analysis
Staffing Organizational Units
Far Vision
Service OrientationAI-Resistant
Public Safety and Security
Selling or Influencing Others
Coaching and Developing Others
Fluency of Ideas

Protective Factors

Higher values indicate stronger protection against AI displacement

Transportation Managers

33%

total discount

Gaming Managers

32%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Transportation Managers

6 of 15 at risk
86%Monitor spending to ensure that expenses are consistent with approved budgets.
80%Implement schedule or policy changes for transportation services.
59%Monitor operations to ensure that staff members comply with administrative policies and procedures, safety rules, union contracts, environmental policies, or government regulations.
51%Direct activities related to dispatching, routing, or tracking transportation vehicles, such as aircraft or railroad cars.
51%Prepare management recommendations, such as proposed fee and tariff increases or schedule changes.

Gaming Managers

7 of 15 at risk
86%Track supplies of money to tables and perform any required paperwork.
86%Prepare work schedules and station arrangements and keep attendance records.
86%Review operational expenses, budget estimates, betting accounts, or collection reports for accuracy.
86%Record, collect, or pay off bets, issuing receipts as necessary.
84%Monitor staffing levels to ensure that games and tables are adequately staffed for each shift, arranging for staff rotations and breaks and locating substitute employees as necessary.

Wage Comparison

Gaming Managers earns -$16,430(-16%) vs Transportation Managers
Transportation ManagersGaming Managers
10th
$61,200$51,670
25th
$78,360$70,190
Median
$102,010$85,580
75th
$136,050$120,490
90th
$180,590$165,220

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Transportation Managers2028–2035
Gaming Managers2028–2035
20242030203520402045

Transportation Managers has a longer runway before significant displacement, projected 0 years later than Gaming Managers.

Risk-Adjusted Salary

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

Transportation Managers

$73,600

from $102,010

Gaming Managers

$52,264

from $85,580

After adjusting for AI risk, Transportation Managers offers $21,337 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Transportation

0

Unique to Gaming

Combined Protection Strategy

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

Creativity
Fine Manipulation
Social Intelligence
Regulatory Barriers
Transportation ManagersGaming Managers
Find transitions from Transportation ManagersFind transitions from Gaming Managers