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

77 shared · 15 different

core competencies

28%medium risk
Transportation Managers

Side-by-Side Comparison

MetricEducation Administrators, Preschool and Childcare Center/ProgramTransportation Managers
Risk Score25.3%27.9%
Risk TierMedium RiskMedium Risk
Risk Percentile20th29th
Tasks at Risk (>50%)3 / 156 / 15
Median Salary$56,270$102,010
Employment72K213K

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

Education Administrators, Preschool and Childcare Center/Program

35%

total discount

Transportation Managers

33%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

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.

Wage Comparison

Transportation Managers earns +$45,740(+81%) vs Education Administrators, Preschool and Childcare Center/Program
Education Administrators, Preschool and Childcare Center/ProgramTransportation Managers
10th
$37,060$61,200
25th
$45,310$78,360
Median
$56,270$102,010
75th
$72,690$136,050
90th
$96,400$180,590

Premium Head-to-Head Analysis

Displacement Timeline Comparison

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

Education Administrators, Preschool and Childcare Center/Program

$42,039

from $56,270

Transportation Managers

$73,600

from $102,010

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 Education

0

Unique to Transportation

Combined Protection Strategy

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

Social Intelligence
Decision Complexity
Fine Manipulation
Regulatory Barriers
Education Administrators, Preschool and Childcare Center/ProgramTransportation Managers
Find transitions from Education Administrators, Preschool and Childcare Center/ProgramFind transitions from Transportation Managers