Takeover Tracker
28%medium risk
Transportation Managers
vs

77 shared · 15 different

core competencies

25%medium risk
Education Administrators, Preschool and Childcare Center/Program

Side-by-Side Comparison

MetricTransportation ManagersEducation Administrators, Preschool and Childcare Center/Program
Risk Score27.9%25.3%
Risk TierMedium RiskMedium Risk
Risk Percentile29th20th
Tasks at Risk (>50%)6 / 153 / 15
Median Salary$102,010$56,270
Employment213K72K

Skill Comparison

|

Sorted by largest difference

Transportation
Assisting and Caring for Others
Analyzing Data or Information
Processing Information
Performing for or Working Directly with the Public
Education and Training
Service OrientationAI-Resistant
Identifying Objects, Actions, and Events
Establishing and Maintaining Interpersonal Relationships
Performing Administrative Activities
Getting Information
Monitor Processes, Materials, or Surroundings

Protective Factors

Higher values indicate stronger protection against AI displacement

Transportation Managers

33%

total discount

Education Administrators, Preschool and Childcare Center/Program

35%

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.

Education Administrators, Preschool and Childcare Center/Program

3 of 15 at risk
71%Prepare and maintain attendance, activity, planning, accounting, or personnel reports and records for officials and agencies, or direct preparation and maintenance activities.
53%Prepare and submit budget requests or grant proposals to solicit program funding.
52%Determine the scope of educational program offerings and prepare drafts of program schedules and descriptions to estimate staffing and facility requirements.
50%Review and evaluate new and current programs to determine their efficiency, effectiveness, and compliance with state, local, and federal regulations and recommend any necessary modifications.
49%Set educational standards and goals and help establish policies, procedures, and programs to carry them out.

Wage Comparison

Education Administrators, Preschool and Childcare Center/Program earns -$45,740(-45%) vs Transportation Managers
Transportation ManagersEducation Administrators, Preschool and Childcare Center/Program
10th
$61,200$37,060
25th
$78,360$45,310
Median
$102,010$56,270
75th
$136,050$72,690
90th
$180,590$96,400

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Transportation Managers2028–2035
Education Administrators, Preschool and Childcare Center/Program2028–2035
20242030203520402045

Education Administrators, Preschool and Childcare Center/Program has a longer runway before significant displacement, projected 0 years later than Transportation Managers.

Risk-Adjusted Salary

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

Transportation Managers

$73,600

from $102,010

Education Administrators, Preschool and Childcare Center/Program

$42,039

from $56,270

After adjusting for AI risk, Transportation Managers offers $31,561 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Transportation

0

Unique to Education

Combined Protection Strategy

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

Social Intelligence
Decision Complexity
Fine Manipulation
Regulatory Barriers
Transportation ManagersEducation Administrators, Preschool and Childcare Center/Program
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