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  • https://doi.org/10.1109/tlt.2026.3658939Copy DOI Icon

Virtual Robots in E-Learning: A Pathway to Enhanced Academic Self-Esteem, Math Performance, and Engagement in Children

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Abstract

Academic self-esteem (ASE) plays a significant role in children's learning outcomes by influencing their engagement and performance in subjects, such as math. Although existing studies emphasize the importance of self-esteem in academic achievement, the potential of interactive technologies, particularly virtual robots, in enhancing ASE remains underexplored. This study investigates the impact of a virtual robot on children's ASE, math performance, concentration, and engagement in an e-learning environment. The study involved an experimental group (<italic xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">n</i> = 12) interacting with a virtual robot integrated into the math e-learning platform, and a control group (<italic xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">n</i> = 12) working in a traditional e-learning setting without robot interaction. The results demonstrated that the experimental group, which interacted with the virtual robot, exhibited significant improvements in math performance, concentration, and engagement across the three experimental sessions (Sessions 1, 2, and 3) compared with the control group, as indicated by both quantitative measures and qualitative feedback from participants. ASE, as well as the quantity and quality of friendships, was assessed pre-and post-test, with findings indicating greater improvements in the experimental group after the intervention. The correlation between improved math performance and higher ASE was moderate to strong. These findings underscore the potential of virtual robots as tools that positively influence the ASE and learning outcomes of children, and highlight their value for future educational settings where such technology could address achievement gaps in mathematics learning through improved self-perception.

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