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15 January 2026

The Impact of Educational LLM Agent Use on Teachers’ Curriculum Content Creation: The Chain Mediating Role of School Support and Teacher Self-Efficacy

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1
China Education Modernization Research Institute, Hangzhou Normal University, No. 2318 Yuhang Tang Road, Yuhang District, Hangzhou 311121, China
2
Zhejiang Philosophy and Social Science Laboratory for Research in Early Development and Childcare, Hangzhou Normal University, No. 2318 Yuhang Tang Road, Yuhang District, Hangzhou 311121, China
3
National Institute of Education, Nanyang Technological University, 1 Nanyang Walk, Singapore 637616, Singapore
4
Jing Hengyi School of Education, Hangzhou Normal University, No. 2318 Yuhang Tang Road, Yuhang District, Hangzhou 311121, China
Behav. Sci.2026, 16(1), 124;https://doi.org/10.3390/bs16010124 
(registering DOI)

Abstract

The application of social cognitive theory has expanded to the boundaries of human-computer interaction research. However, existing research has scarcely addressed mutual cognitive facilitation between humans and personalized educational large language model (LLM) agents. This study explored how educational LLM agents influence teachers’ curriculum design and content creation, based on a sample of 464 teachers from coastal regions of China, along with semi-structured interviews with 23 participants. Quantitative analysis of the survey data revealed that the involvement of educational LLM agents positively predicts teachers’ ability to create content in curriculum design. Additionally, teachers’ self-efficacy mediated this relationship, while both school support and self-efficacy together created a chain mediation effect. Qualitative findings from the interviews supported the quantitative results and further highlighted individual differences and contextual nuances in teachers’ use of educational LLM agents. In summary, the findings indicated that educational LLM agents positively impact teachers’ curriculum design and content creation, with school support and teachers’ self-efficacy acting as a chain mediator in this process.

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