Takeover Tracker
23%low risk
Preschool Teachers, Except Special Education
vs

54 shared · 18 different

core competencies

24%low risk
Occupational Therapy Aides

Side-by-Side Comparison

MetricPreschool Teachers, Except Special EducationOccupational Therapy Aides
Risk Score23.2%24.2%
Risk TierLow RiskLow Risk
Risk Percentile14th17th
Tasks at Risk (>50%)4 / 155 / 15
Median Salary$37,120$37,370
Employment445K5K

Skill Comparison

|

Sorted by largest difference

Documenting/Recording Information
Getting Information
Learning Strategies
Thinking Creatively
Resolving Conflicts and Negotiating with Others
Processing Information
Interpreting the Meaning of Information for Others
Assisting and Caring for Others
Originality
Therapy and Counseling
Education and Training
Analyzing Data or Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Preschool Teachers, Except Special Education

33%

total discount

Occupational Therapy Aides

32%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Occupational Therapy Aides

5 of 15 at risk
84%Perform clerical, administrative, and secretarial duties, such as answering phones, restocking and ordering supplies, filling out paperwork, and scheduling appointments.
80%Report to supervisors or therapists, verbally or in writing, on patients' progress, attitudes, attendance, and accomplishments.
78%Assist educational specialists or clinical psychologists in administering situational or diagnostic tests to measure client's abilities or progress.
68%Observe patients' attendance, progress, attitudes, and accomplishments and record and maintain information in client records.
53%Prepare and maintain work area, materials, and equipment and maintain inventory of treatment and educational supplies.

Wage Comparison

Occupational Therapy Aides earns +$250(+1%) vs Preschool Teachers, Except Special Education
Preschool Teachers, Except Special EducationOccupational Therapy Aides
10th
$28,300$27,970
25th
$31,250$34,840
Median
$37,120$37,370
75th
$46,550$44,190
90th
$60,070$65,580

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Preschool Teachers, Except Special Education2028–2035
Occupational Therapy Aides2028–2035
20242030203520402045

Preschool Teachers, Except Special Education has a longer runway before significant displacement, projected 0 years later than Occupational Therapy Aides.

Risk-Adjusted Salary

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

Preschool Teachers, Except Special Education

$28,512

from $37,120

Occupational Therapy Aides

$28,338

from $37,370

After adjusting for AI risk, Preschool Teachers, Except Special Education offers $174 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Preschool

0

Unique to Occupational

Combined Protection Strategy

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

Creativity
Fine Manipulation
Social Intelligence
Regulatory Barriers
Preschool Teachers, Except Special EducationOccupational Therapy Aides
Find transitions from Preschool Teachers, Except Special EducationFind transitions from Occupational Therapy Aides