Journal of Vocational, Informatics and Computer Education
Vol 4, No 1 (2026): March 2026

Self-Efficacy and School Support on Students' Behavioral Intention to Adopt Learning Technologies: The Mediating Roles of TPACK and Perceived Usefulness

Putri Maharani, Geby (Unknown)
Alifiya NFH (Unknown)
Ridwan Daud Mahande (Unknown)
Soeharto (Unknown)
Nguyen Van Son (Unknown)



Article Info

Publish Date
01 Apr 2026

Abstract

Purpose – Despite the increasing integration of digital technologies in higher education, students’ actual adoption remains inconsistent. Prior studies have predominantly relied on the Technology Acceptance Model (TAM), with limited attention to pedagogical technological competence and the interaction between psychological and institutional factors. This study aims to examine the influence of Self-Efficacy and School Support on students’ Behavioral Intention to use educational technology, with the mediating roles of Perceived Usefulness and Technological Pedagogical Content Knowledge (TPACK).Methods – A quantitative approach with a cross-sectional survey design was employed. Data were collected from 330 university students in South Sulawesi, Indonesia, using an online questionnaire and analyzed through Partial Least Squares Structural Equation Modeling (PLS-SEM).Findings - The results show that Self-Efficacy significantly influences TPACK (β = 0.751, p < 0.001) and Perceived Usefulness (β = 0.798, p < 0.001), while School Support significantly affects TPACK (β = 0.174, p < 0.001). Furthermore, TPACK (β = 0.603, p < 0.001) and Perceived Usefulness (β = 0.267, p < 0.001) significantly predict Behavioral Intention. Mediation analysis indicates that Perceived Usefulness (β = 0.213, p < 0.001) and TPACK (β = 0.105–0.453, p < 0.001) serve as significant mediators.Research implications – These findings emphasize the importance of enhancing students’ technological competence and strengthening institutional support systems to promote effective technology adoption. However, the study is limited to a specific regional context, which may affect generalizability.Originality – This study extends TAM–TPACK integration by introducing a dual mediation framework that simultaneously examines psychological (Self-Efficacy) and institutional (School Support) factors in university students, highlighting the mediating roles of Perceived Usefulness and TPACK in technology adoption..

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Journal Info

Abbrev

VOICE

Publisher

Subject

Computer Science & IT Education

Description

1. Informatics and Computing Research addressing the design, development, implementation, and evaluation of computing technologies relevant to educational, professional, and digital learning environments, including but not limited to: Artificial Intelligence and Machine Learning Deep Learning and ...