Investigating the Role of Academic Engagement: A Mediation Model of Technology Attitudes and Academic Performance Among Pharmacy Students

In the context of increasing technology integration in higher education, understanding how students’ attitudes toward technology relate to learning outcomes has become an essential line of inquiry. This cross-sectional study tests a structural mediation model (H1-H5) examining how four technology attitudes - Positive Attitude, Anxiety, Negative Attitude, and Task Switching - affect Academic Performance through Academic Engagement. Data were collected from 679 pharmacy students in Vietnam using a validated self-report questionnaire. Measurement models were examined through Exploratory and Confirmatory Factor Analyses (EFA/CFA), and hypotheses were tested using Structural Equation Modeling (SEM). The Confirmatory Factor Analysis confirmed the 15-item Media and Technology Usage and Attitude Scale (MTUAS) (RMSEA = 0.067) but indicated poor fit for the 3-factor Utrecht Work Engagement Scale for Students (UWES-9S) (RMSEA = 0.110), justifying the use of a composite engagement score. Structural model results suggested that the path from Academic Engagement to Academic Performance (H5) was not statistically significant (p = 0.073), leading to the rejection of all four indirect-mediation hypotheses (H1-H4). These findings do not support the proposed mediation framework and provide empirical evidence for the “engagement-achievement paradox,” suggesting that, in this Vietnamese pharmacy cohort, technology attitudes and self-reported engagement may not directly translate into measurable academic performance outcomes.

Authors

Institutions

Publication Details

Journal
Vietnam Journal of Education (online)/Vietnam Journal of Education/Giáo dục
Published
2025-12-19
DOI
https://doi.org/10.52296/vje.2025.425
Primary Topic
Gender and Technology in Education
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Investigating the Role of Academic Engagement: A Mediation Model of Technology Attitudes and Academic Performance Among Pharmacy Students

Ngoc My Thi Luu, Quynh Xuan Nguyen Luong
Vietnam Journal of Education (online)/Vietnam Journal of Education/Giáo dục
Gender and Technology in Education
article

Investigating the Role of Academic Engagement: A Mediation Model of Technology Attitudes and Academic Performance Among Pharmacy Students

Ngoc My Thi Luu, Quynh Xuan Nguyen Luong
article en

Abstract

In the context of increasing technology integration in higher education, understanding how students’ attitudes toward technology relate to learning outcomes has become an essential line of inquiry. This cross-sectional study tests a structural mediation model (H1-H5) examining how four technology attitudes - Positive Attitude, Anxiety, Negative Attitude, and Task Switching - affect Academic Performance through Academic Engagement. Data were collected from 679 pharmacy students in Vietnam using a validated self-report questionnaire. Measurement models were examined through Exploratory and Confirmatory Factor Analyses (EFA/CFA), and hypotheses were tested using Structural Equation Modeling (SEM). The Confirmatory Factor Analysis confirmed the 15-item Media and Technology Usage and Attitude Scale (MTUAS) (RMSEA = 0.067) but indicated poor fit for the 3-factor Utrecht Work Engagement Scale for Students (UWES-9S) (RMSEA = 0.110), justifying the use of a composite engagement score. Structural model results suggested that the path from Academic Engagement to Academic Performance (H5) was not statistically significant (p = 0.073), leading to the rejection of all four indirect-mediation hypotheses (H1-H4). These findings do not support the proposed mediation framework and provide empirical evidence for the “engagement-achievement paradox,” suggesting that, in this Vietnamese pharmacy cohort, technology attitudes and self-reported engagement may not directly translate into measurable academic performance outcomes.

Vietnam Journal of Education (online)/Vietnam Journal of Education/Giáo dục
Trường ĐH Nguyễn Tất Thành (VN)
Openalex Percentile: Top 50%
Gender and Technology in Education
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.