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March 3, 2026
Robot Social Skills: Influencing Children’s Performance and Robot Perception Through a Robot Math Tutor’s Scaffolding and Personalization
SD
Simone M. de Droog
ML
Mike E. U. Ligthart
MB
Marianne Bossema
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Key Points
Children showed improved performance when interacting with a personalized math tutor—a robot designed to scaffold learning.
The study found significant differences in robot perception based on levels of personalization and social interaction.
Observational analysis of children working with a robot tutor highlights key factors in educational scaffolding and robot design.
These findings support the idea that personalization can enhance learning outcomes but need further evaluation in diverse settings.
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Robot Social Skills: Influencing Children’s Performance and Robot Perception Through a Robot Math Tutor’s Scaffolding and Personalization | Synapse
Cite This Study
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Droog et al. (Thu,) studied this question.
synapsesocial.com/papers/69a75b00c6e9836116a218dc
https://doi.org/https://doi.org/10.1007/s12369-025-01338-y