Takeover Tracker

Side-by-Side Comparison

MetricSpecial Education Teachers, Kindergarten and Elementary SchoolPreschool Teachers, Except Special Education
Risk Score26.6%23.2%
Risk TierMedium RiskLow Risk
Risk Percentile24th14th
Tasks at Risk (>50%)6 / 154 / 15
Median Salary$63,000$37,120
Employment232K445K

Skill Comparison

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Sorted by largest difference

Interacting With Computers
Clerical
Documenting/Recording Information
MathematicsAI-Vulnerable
English Language
Education and Training
Performing Administrative Activities
Developing Objectives and Strategies
Analyzing Data or Information
Computers and Electronics
Psychology
Law and Government

Protective Factors

Higher values indicate stronger protection against AI displacement

Special Education Teachers, Kindergarten and Elementary School

34%

total discount

Preschool Teachers, Except Special Education

33%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Special Education Teachers, Kindergarten and Elementary School

6 of 15 at risk
84%Maintain accurate and complete student records as required by laws, district policies, or administrative regulations.
71%Prepare reports on students and activities as required by administration.
71%Prepare, administer, or grade tests or assignments to evaluate students' progress.
55%Modify the general kindergarten or elementary education curriculum for special-needs students.
53%Develop individual educational plans (IEPs) designed to promote students' educational, physical, or social development.

Preschool Teachers, Except Special Education

4 of 15 at risk
61%Provide a variety of materials and resources for children to explore, manipulate, and use, both in learning activities and in imaginative play.
56%Prepare materials and classrooms for class activities.
52%Observe and evaluate children's performance, behavior, social development, and physical health.
51%Establish clear objectives for all lessons, units, and projects and communicate those objectives to children.
45%Organize and lead activities designed to promote physical, mental, and social development, such as games, arts and crafts, music, storytelling, and field trips.

Wage Comparison

Preschool Teachers, Except Special Education earns -$25,880(-41%) vs Special Education Teachers, Kindergarten and Elementary School
Special Education Teachers, Kindergarten and Elementary SchoolPreschool Teachers, Except Special Education
10th
$47,590$28,300
25th
$57,050$31,250
Median
$63,000$37,120
75th
$79,320$46,550
90th
$100,620$60,070

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Special Education Teachers, Kindergarten and Elementary School20282035
Preschool Teachers, Except Special Education20282035
20242030203520402045

Preschool Teachers, Except Special Education has a longer runway before significant displacement, projected 0 years later than Special Education Teachers, Kindergarten and Elementary School.

Risk-Adjusted Salary

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

Special Education Teachers, Kindergarten and Elementary School

$46,242

from $63,000

Preschool Teachers, Except Special Education

$28,512

from $37,120

After adjusting for AI risk, Special Education Teachers, Kindergarten and Elementary School offers $17,730 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Special

0

Unique to Preschool

Combined Protection Strategy

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

Fine Manipulation
Creativity
Regulatory Barriers
Decision Complexity
Special Education Teachers, Kindergarten and Elementary SchoolPreschool Teachers, Except Special Education