Factors Influencing High School Students' Attitudes Towards Using ChatGPT In Mathematics Learning: A Case Of Vietnam

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.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-07-22
DOI
https://doi.org/10.5281/zenodo.21487546
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
0.00
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article

Factors Influencing High School Students' Attitudes Towards Using ChatGPT In Mathematics Learning: A Case Of Vietnam

Nguyễn Thùy Linh, Nguyen Thi Thao Linh, Nguyễn Xuân Bắc, Nguyễn Thanh Thuý et al.
Zenodo (CERN European Organization for Nuclear Research)
Artificial Intelligence in Healthcare and Education
article

Factors Influencing High School Students' Attitudes Towards Using ChatGPT In Mathematics Learning: A Case Of Vietnam

Nguyễn Thùy Linh, Nguyen Thi Thao Linh, Nguyễn Xuân Bắc, Nguyễn Thanh Thuý, Phan Hoàng Châu Minh, Đinh Nguyễn Ngọc Anh
article en

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.

Zenodo (CERN European Organization for Nuclear Research)
Vietnam National University Ho Chi Minh City (VN), National Pedagogic University (MX)
Quality Education
Openalex Percentile: Top 12%
Artificial Intelligence in Healthcare and Education
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Factors Influencing High School Students' Attitudes Towards Using ChatGPT In Mathematics Learning: A Case Of Vietnam — Nguyễn Thùy Linh, Nguyen Thi Thao Linh, et al. · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS