Jul 2026· Social Science and Human Research Bulletin· Vol 03· 0 citations
TL;DR
The empirical analysis indicates that Performance Expectancy, Effort Expectancy, and Social Influence exert statistically significant positive impacts on students' attitudes toward ChatGPT usage; conversely, technology anxiety exhibits a negative impact.
Abstract
The proliferation of artificial intelligence tools, most notably ChatGPT, has driven fundamental shifts in pedagogical approaches and methodologies within general education. In the context of contemporary digital transformation in education, this study explores the factors influencing high school students' attitudes toward utilizing ChatGPT in mathematics learning. Quantitative data were gathered from 389 valid survey responses from high school students in Hanoi and several other provinces, including Lao Cai and Phu Tho. Drawing upon the theoretical framework of Unified Theory of Acceptance and Use of Technology, the empirical analysis indicates that Performance Expectancy, Effort Expectancy, and Social Influence exert statistically significant positive impacts on students' attitudes toward ChatGPT usage; conversely, technology anxiety exhibits a negative impact. These findings initially provide a scientific foundation to support educational institutions in formulating effective strategies to integrate digital tools like ChatGPT into the curriculum, thereby enhancing digital technology application capabilities across the education sector.
The research reflects cautious optimism about ChatGPT’s pedagogical value, acknowledging both its educational benefits and challenges while underscoring the essential role of usability and learner attitudes in fostering sustained artificial intelligence utilization in higher education.
I. Asampana, Henry Akwetey Matey, B. Ocra et al.· International Journal of Adv...· 0 citations
This study explores teachers’ attitudes towards the adoption of ChatGPT as a learning technology, focusing on its potential benefits, limitations and implications for education and can assist policymakers, educators and technology developers in collaborating to implement practical and ethical AI-enabled tools like Chat...
Latifa Alzahrani· International journal of res...· 0 citations
This study aims to explore English Education Department students' perceptions regarding the benefits and obstacles of using ChatGPT as a learning tool at Universitas Bhinneka PGRI. The research was motivated by the rapid advancement of artificial intelligence (AI) technology and its profound integration into the academ...
It is recommended that universities integrate AI -driven learning tools into their instructional support systems, provide digital literacy training for students, and establish guidelines for the effective and ethical use of AI technologies in academic settings.
K. Nuhu, O. Samuel, S. A. Hassan et al.· Australian Journal of Busine...· 0 citations
It is suggested that AI chatbots can support students' communicative competence and higher-order thinking when integrated appropriately into English instruction, providing practical implications for lecturers, curriculum developers, and technology-enhanced language learning.
Rio Febriansyah, M. Rahman, Utut Kurniati· Journal of English language...· 0 citations
The study concludes that effective integration of AI-based systems in higher education can enhance students' academic motivation and learning satisfaction and it is recommended that universities structure their digital transformation strategies with pedagogical considerations and guide their implementation based on pri...
Ahmet Taş· Osmaniye Korkut Ata Üniversi...· 0 citations
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