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Enhancing engagement and self-efficacy through AI-supported Chinese language instruction: a mixed-methods
Xiuwen Zhai1,2
1School of Foreign Languages and Literature, Guangxi University, Nanning, Guangxi Province, China.
Frontiers in Psychology
|August 13, 2026
Summary
Artificial intelligence (AI) significantly boosted engagement and self-efficacy in Chinese language learning for Malaysian university students. AI-supported instruction led to greater improvements compared to traditional methods, enhancing motivation and confidence.
Area of Science:
- Educational Technology
- Applied Linguistics
- Second Language Acquisition
Background:
- Traditional language instruction may not fully leverage technology for enhanced student outcomes.
- The integration of Artificial Intelligence (AI) in education presents opportunities to personalize learning and improve engagement.
Purpose of the Study:
- To investigate the impact of AI-supported Chinese language instruction on university students' engagement and self-efficacy.
- To compare the effectiveness of AI-supported teaching with traditional teaching methods in a Malaysian context.
Main Methods:
- A quasi-experimental, explanatory sequential mixed-methods design was used over a three-month period.
- 100 undergraduate students were divided into an AI-supported group and a traditional teaching group.
- Quantitative data (engagement, self-efficacy) were collected pre- and post-intervention, followed by qualitative semi-structured interviews.
Main Results:
- Significant Group × Time interaction effects were found for both engagement and self-efficacy, favoring the AI group.
- Students in the AI-supported group showed substantial gains in engagement and self-efficacy, unlike the traditional group.
- Qualitative data revealed that AI activities promoted active engagement, cognitive processing, positive emotions, and confidence.
Conclusions:
- AI-supported Chinese language instruction holds significant potential for enhancing student motivation and psychological outcomes.
- Effective implementation requires careful task design and robust teacher support to maximize AI benefits in language learning.
- AI tools can be valuable assets in fostering deeper engagement and higher self-efficacy in second language acquisition.