Takeover Tracker
vs

53 shared · 22 different

core competencies

Side-by-Side Comparison

MetricChild, Family, and School Social WorkersSpecial Education Teachers, Kindergarten and Elementary School
Risk Score31.7%26.6%
Risk TierMedium RiskMedium Risk
Risk Percentile49th24th
Tasks at Risk (>50%)5 / 156 / 15
Median Salary$58,570$63,000
Employment383K232K

Skill Comparison

|

Sorted by largest difference

Identifying Objects, Actions, and Events
Performing for or Working Directly with the Public
Getting Information
Monitor Processes, Materials, or Surroundings
Therapy and Counseling
Education and Training
MathematicsAI-Vulnerable
Active Listening
Customer and Personal Service
Guiding, Directing, and Motivating Subordinates
Learning Strategies
Analyzing Data or Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Child, Family, and School Social Workers

35%

total discount

Special Education Teachers, Kindergarten and Elementary School

34%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Child, Family, and School Social Workers

5 of 15 at risk
86%Maintain case history records and prepare reports.
86%Refer clients to community resources for services, such as job placement, debt counseling, legal aid, housing, medical treatment, or financial assistance, and provide concrete information, such as where to go and how to apply.
86%Collect supplementary information needed to assist client, such as employment records, medical records, or school reports.
84%Arrange for medical, psychiatric, and other tests that may disclose causes of difficulties and indicate remedial measures.
51%Address legal issues, such as child abuse and discipline, assisting with hearings and providing testimony to inform custody arrangements.

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.

Wage Comparison

Special Education Teachers, Kindergarten and Elementary School earns +$4,430(+8%) vs Child, Family, and School Social Workers
Child, Family, and School Social WorkersSpecial Education Teachers, Kindergarten and Elementary School
10th
$40,580$47,590
25th
$47,480$57,050
Median
$58,570$63,000
75th
$74,060$79,320
90th
$94,030$100,620

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Child, Family, and School Social Workers20282035
Special Education Teachers, Kindergarten and Elementary School20282035
20242030203520402045

Special Education Teachers, Kindergarten and Elementary School has a longer runway before significant displacement, projected 0 years later than Child, Family, and School Social Workers.

Risk-Adjusted Salary

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

Child, Family, and School Social Workers

$40,021

from $58,570

Special Education Teachers, Kindergarten and Elementary School

$46,242

from $63,000

After adjusting for AI risk, Special Education Teachers, Kindergarten and Elementary School offers $6,221 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Child,

0

Unique to Special

Combined Protection Strategy

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

Social Intelligence
Creativity
Decision Complexity
Regulatory Barriers
Child, Family, and School Social WorkersSpecial Education Teachers, Kindergarten and Elementary School