Investigating the impact of chatbot design features on affective variables: A mixed-methods study

July 8, 2026, 1:06 p.m.
July 9, 2026, 9:14 p.m.
July 9, 2026, 9:14 p.m.
open.access
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Volume 30 Number 1, 2026
Lee, Jang Ho Lee, Hansol Kim, Kyungmin
2026-07-04T04:47:41Z
2026-07-04T04:47:41Z
2026
2026-07-06
This study investigated how chatbots, designed with distinct personality traits (more engaging vs. less engaging) and feedback features (basic vs. enhanced) influenced L2 learners’ affective variables, such as anxiety, enjoyment, curiosity, and boredom, during their conversational interactions. Although second language acquisition research, including AI-based chatbot studies, has examined how learners’ emotions are shaped during L2 tasks, there has been insufficient focus on how variations in chatbot characteristics affect learners’ emotional experiences. To address this gap, we conducted a mixed-methods study of undergraduate EFL students, examining their interactions with three conversational agents, each featuring distinct combinations of personality traits and feedback features. Participants engaged in conventional tasks and completed a questionnaire to assess affective variables, which was supplemented with open-ended questions to gain further insights. Our findings revealed how L2 learners’ emotional experiences differ depending on the conversational agents’ characteristics. Based on these insights, we propose the pedagogical implications for the design and implementation of chatbots for L2 learning.
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Lee, J. H., Lee, H., & Kim, K. (2026). Investigating the impact of chatbot design features on affective variables: A mixed-methods study. Language Learning & Technology, 30(1), 1–19. https://doi.org/10.64152/10125/73697
https://doi.org/10.64152/10125/73697
1094-3501
https://hdl.handle.net/10125/73697
eng
1
Language Learning & Technology
University of Hawaii National Foreign Language Resource Center Center for Language & Technology
Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License
https://creativecommons.org/licenses/by-nc-nd/4.0/
/item/10125-73697/
1
affective, chatbot, feedback, human-AI interaction, L2/EFL learners
Investigating the impact of chatbot design features on affective variables: A mixed-methods study
Article Text
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