Takeover Tracker
31%medium risk
Education Administrators, Elementary and Secondary School
vs

56 shared · 36 different

core competencies

28%medium risk
Transportation Managers

Side-by-Side Comparison

MetricEducation Administrators, Elementary and Secondary SchoolTransportation Managers
Risk Score31.4%27.9%
Risk TierMedium RiskMedium Risk
Risk Percentile47th29th
Tasks at Risk (>50%)3 / 156 / 15
Median Salary$104,070$102,010
Employment320K213K

Skill Comparison

|

Sorted by largest difference

Transportation
Education and Training
English Language
Establishing and Maintaining Interpersonal Relationships
Performing Administrative Activities
Learning Strategies
Staffing Organizational Units
Coaching and Developing Others
Provide Consultation and Advice to Others
Psychology
Assisting and Caring for Others
Developing Objectives and Strategies

Protective Factors

Higher values indicate stronger protection against AI displacement

Education Administrators, Elementary and Secondary School

37%

total discount

Transportation Managers

33%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Education Administrators, Elementary and Secondary School

3 of 15 at risk
53%Determine the scope of educational program offerings, and prepare drafts of course schedules and descriptions to estimate staffing and facility requirements.
53%Plan and develop instructional methods and content for educational, vocational, or student activity programs.
51%Create school improvement plans by using student performance data.
49%Set educational standards and goals, and help establish policies and procedures to carry them out.
47%Evaluate curricula, teaching methods, and programs to determine their effectiveness, efficiency, and use, and to ensure that school activities comply with federal, state, and local regulations.

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 -$2,060(-2%) vs Education Administrators, Elementary and Secondary School
Education Administrators, Elementary and Secondary SchoolTransportation Managers
10th
$72,400$61,200
25th
$83,840$78,360
Median
$104,070$102,010
75th
$132,550$136,050
90th
$165,820$180,590

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Education Administrators, Elementary and Secondary School2028–2035
Transportation Managers2028–2035
20242030203520402045

Transportation Managers has a longer runway before significant displacement, projected 0 years later than Education Administrators, Elementary and Secondary School.

Risk-Adjusted Salary

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

Education Administrators, Elementary and Secondary School

$71,402

from $104,070

Transportation Managers

$73,600

from $102,010

After adjusting for AI risk, Transportation Managers offers $2,198 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
Regulatory Barriers
Creativity
Decision Complexity
Education Administrators, Elementary and Secondary SchoolTransportation Managers
Find transitions from Education Administrators, Elementary and Secondary SchoolFind transitions from Transportation Managers