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ORIGINAL RESEARCH article

Front. Educ.
Sec. Digital Education
Volume 10 - 2025 | doi: 10.3389/feduc.2025.1506185
This article is part of the Research Topic Leveraging Ubiquitous and Mobile Technologies to Digitalize the Education System View all articles

Modelling the Effects of Self-Regulation, Perceived Usefulness, Confirmation and Satisfaction on the Continuous Intention to Utilise Mobile Learning Applications

Provisionally accepted
  • University of Hail, Ha'il, Saudi Arabia

The final, formatted version of the article will be published soon.

    Although m-learning applications have been widely used in universities, the factors that might affect the continuous intention to utilise them have not been fully addressed. Therefore, this study aimed to understand this by extending the expectation confirmation model (ECM) and incorporating self-regulated learning (SRL). A quantitative research design was adopted, and data were gathered using a structured questionnaire distributed to 227 undergraduate university students through simple random sampling. The data were analysed using structural equation modelling (SEM) in AMOS. The findings revealed that the proposed model has high explanatory power (79%), which explains the phenomena of influential factors. Additionally, students' perceived usefulness (PU) and satisfaction had a positive direct significant effect on students' continuous intention to use m-learning applications. However, perceived usefulness did not affect satisfaction but confirmation did. Furthermore, SRL had an indirect positive effect on continuous intention, while it had a direct significant effect on both perceived usefulness and confirmation. The practical and theoretical implications of this study are further discussed in detail.

    Keywords: M-learning applications, continuance intention, ECM, self-regulated learning, Satisfaction, Perceived usefulness

    Received: 07 Oct 2024; Accepted: 21 Jan 2025.

    Copyright: © 2025 Alshammari and Alkhabra. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

    * Correspondence: Sultan Hammad Alshammari, University of Hail, Ha'il, Saudi Arabia

    Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.