English Review: Journal of English Education
Vol. 14 No. 2 (2026)

TECHNOLOGY ACCEPTANCE AND LEARNING MOTIVATION IN CALL AND MALL: A QUANTITATIVE STUDY EXTENDING TAM IN INDONESIAN VOCATIONAL HIGH SCHOOLS

Masfufah Zahiroh (Universitas Muhammadiyah Gresik)
Slamet Asari (Universitas Muhammadiyah Gresik)



Article Info

Publish Date
02 Jun 2026

Abstract

This quantitative study examined technology acceptance and learning motivation in Computer-Assisted Language Learning (CALL) and Mobile-Assisted Language Learning (MALL) environments by extending the Technology Acceptance Model (TAM) with motivational factors. The study addressed two research questions: (1) How do perceived usefulness, perceived ease of use, and learning motivation influence students' behavioral intention to use CALL and MALL? (2) To what extent does the extended TAM model explain variance in technology acceptance? Data were collected from 72 eleventh-grade vocational high school students at SMK PGRI 3 Tanggul, Indonesia, using a Likert-scale questionnaire. Descriptive statistics, Pearson correlation, and linear regression analyses were employed. Results indicated high mean scores across all variables (range: 4.05-4.26). Learning motivation demonstrated the strongest correlation with behavioral intention (r=0.789). The extended TAM model explained 70.9% of variance in behavioral intention (R²=0.709), with learning motivation as the strongest predictor (β=0.814), followed by perceived usefulness (β=0.341) and perceived ease of use (β=0.256). These findings suggest that integrating motivational factors into TAM provides a more comprehensive framework for understanding technology acceptance in CALL and MALL environments. Limitations include single-site sampling and reliance on self-reported data, which may limit generalizability. Implications for pedagogy and curriculum design in vocational EFL contexts are discussed.

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Journal Info

Abbrev

pub

Publisher

Subject

Humanities Languange, Linguistic, Communication & Media

Description

English Review: Journal of English Education (ERJEE) is an open-access, peer-reviewed scholarly journal dedicated to the advancement of knowledge in English language education, linguistics, applied linguistics, and English literature. The journal provides a platform for interdisciplinary research ...