“To Use or Not to Use?” A Mixed-Methods Study on the Determinants of EFL College Learners’ Behavioral Intention to Use AI in the Distributed Learning Context

Artificial intelligence (AI) offers new possibilities for English as a foreign language (EFL) learners to enhance their learning outcomes, provided that they have access to AI applications. However, little is written about the factors that influence their intention to use AI in distributed EFL learn...

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Published inInternational review of research in open and distance learning Vol. 25; no. 3; pp. 158 - 178
Main Authors Wu, Hanwei, Wang, Yunsong, Wang, Yongliang
Format Journal Article
LanguageEnglish
Published Athabasca Athabasca University Press (AU Press) 01.08.2024
International Review of Research in Open and Distance Learning
Athabasca University Press
Subjects
Online AccessGet full text
ISSN1492-3831
1492-3831
DOI10.19173/irrodl.v25i3.7708

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Abstract Artificial intelligence (AI) offers new possibilities for English as a foreign language (EFL) learners to enhance their learning outcomes, provided that they have access to AI applications. However, little is written about the factors that influence their intention to use AI in distributed EFL learning contexts. This mixed-methods study, based on the technology acceptance model (TAM), examined the determinants of behavioral intention to use AI among 464 Chinese EFL college learners. As to quantitative data, a structural equation modelling (SEM) approach using IBM SPSS Amos (Version 24) produced some important findings. First, it was revealed that perceived ease of use significantly and positively predicts perceived usefulness and attitude toward AI. Second, attitude toward AI significantly and positively predicts behavioral intention to use AI. However, contrary to the TAM assumptions, perceived usefulness does not significantly predict either attitude toward AI or behavioral intention to use AI. Third, mediation analyses suggest that perceived ease of use has a significant and positive impact on students’ behavioral intention to use AI through their attitude toward AI, rather than through perceived usefulness. As to qualitative data, semi-structured interviews with 15 learners, analyzed by the software MAXQDA 2022, provide a nuanced understanding of the statistical patterns. This study also discusses the theoretical and pedagogical implications and suggests directions for future research.
AbstractList Artificial intelligence (AI) offers new possibilities for English as a foreign language (EFL) learners to enhance their learning outcomes, provided that they have access to AI applications. However, little is written about the factors that influence their intention to use AI in distributed EFL learning contexts. This mixed-methods study, based on the technology acceptance model (TAM), examined the determinants of behavioral intention to use AI among 464 Chinese EFL college learners. As to quantitative data, a structural equation modelling (SEM) approach using IBM SPSS Amos (Version 24) produced some important findings. First, it was revealed that perceived ease of use significantly and positively predicts perceived usefulness and attitude toward AI. Second, attitude toward AI significantly and positively predicts behavioral intention to use AI. However, contrary to the TAM assumptions, perceived usefulness does not significantly predict either attitude toward AI or behavioral intention to use AI. Third, mediation analyses suggest that perceived ease of use has a significant and positive impact on students’ behavioral intention to use AI through their attitude toward AI, rather than through perceived usefulness. As to qualitative data, semi-structured interviews with 15 learners, analyzed by the software MAXQDA 2022, provide a nuanced understanding of the statistical patterns. This study also discusses the theoretical and pedagogical implications and suggests directions for future research.
Author Wang, Yongliang
Wu, Hanwei
Wang, Yunsong
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Snippet Artificial intelligence (AI) offers new possibilities for English as a foreign language (EFL) learners to enhance their learning outcomes, provided that they...
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SubjectTerms Algorithms
Artificial intelligence
Attitudes
behavioral intention
Chatbots
College students
Communication Strategies
distributed learning
Education
EFL college learner
Emotional Intelligence
English (Second Language)
English Language Learners
English Teachers
Essays
Feedback
Intention
Interviews
Language
Language Processing
Language Teachers
Literature Reviews
Machine learning
Mixed methods research
Natural language processing
Pedagogical Content Knowledge
Perceptions
Secondary School Students
Self Efficacy
Sentence Structure
Social Influences
Speaking
Speech Skills
Stakeholders
Student Motivation
Student writing
Teachers
Teaching
Teaching Methods
Technology adoption
Writing Instruction
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