Takeover Tracker

vs

39 shared · 33 different

core competencies

Side-by-Side Comparison

MetricChild, Family, and School Social WorkersSpeech-Language Pathology Assistants
Risk Score31.7%34.5%
Risk TierMedium RiskMedium Risk
Risk Percentile49th64th
Tasks at Risk (>50%)5 / 156 / 11
Median Salary$58,570$46,050
Employment383K104K

Skill Comparison

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Sorted by largest difference

Resolving Conflicts and Negotiating with Others
Communicating with Persons Outside Organization
Therapy and Counseling
Sociology and Anthropology
Interacting With Computers
NegotiationAI-Resistant
Developing and Building Teams
Identifying Objects, Actions, and Events
Judgment and Decision MakingAI-Augmented
PersuasionAI-Resistant
Problem Sensitivity
Law and Government

Protective Factors

Higher values indicate stronger protection against AI displacement

Child, Family, and School Social Workers

35%

total discount

Speech-Language Pathology Assistants

30%

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.

Speech-Language Pathology Assistants

6 of 11 at risk
88%Select or prepare speech-language instructional materials.
86%Document clients' progress toward meeting established treatment objectives.
86%Collect and compile data to document clients' performance or assess program quality.
84%Perform support duties, such as preparing materials, keeping records, maintaining supplies, and scheduling activities.
77%Prepare charts, graphs, or other visual displays to communicate clients' performance information.

Wage Comparison

Speech-Language Pathology Assistants earns -$12,520(-21%) vs Child, Family, and School Social Workers
Child, Family, and School Social WorkersSpeech-Language Pathology Assistants
10th
$40,580$32,450
25th
$47,480$37,570
Median
$58,570$46,050
75th
$74,060$57,650
90th
$94,030$68,180

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Head-to-head task automation timeline
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Career transition paths from each job
Risk-adjusted salary comparison
Combined protective factor strategy
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