... university students. Design/methodology/approach A quantitative cross-sectional classroom design was adopted with 134 Iranian university students. Data were analysed using partial least squares structural equation modelling (PLS-SEM), and the sample size was justified through an a priori power...

..., emphasizing psychological and social determinants beyond technological adoption. Design/methodology/approach A quantitative study was conducted using partial least squares structural equation modeling (PLS-SEM) to examine relationships between digital collaboration, trust, perceived competence...

... are structurally interconnected in Indonesian postgraduate EFL students. Using Partial Least Squares Structural Equation Modelling (PLS-SEM), this study extends AI adoption research beyond technology use outcomes to explore how AI engagement contributes to the development of disciplinary academic capabilities...

... research. The statistical tools used included SPSS, PLS-SEM, necessary condition analysis (NCA) and importance-performance map analysis (IPMA). Findings Four of five hypotheses were accepted, underscoring the importance of incorporating all constructs into the structural model of AI-enhanced learning...

.... The control group followed a traditional experiential learning cycle. Data were analyzed using Partial Least Squares Structural Equation Modeling (PLS-SEM) to test the hypothesized serial mediation model. Findings The PLS-SEM analysis indicates that the EWE-SL intervention was associated with a reduction...

... in Sociotechnical Systems Theory (STS), SCE is modeled as a hybrid construct capturing social interactions and platform design features. Design/methodology/approach A quantitative survey of 305 university students (purposive sampling) was analyzed using PLS-SEM. Findings Personal Traits, Invisibility...

... and shared with students at various universities in India through a convenience sampling technique. The analysis was conducted using the Partial Least Squares Structural Equation Modelling (PLS-SEM) in Smart PLS 4. Findings The results reflected that social media addiction has a significant negative...

... “no conflict of interest”. 29 09 2025 09 01 2026 06 02 2026 08 02 2026 © Emerald Publishing Limited 2026 Emerald Publishing Limited Licensed re-use rights only Internal quality assurance External quality assurance Quality culture Higher education performance PLS-SEM...

... a structured self-administered questionnaire over three months (mid-January to March 2025). Partial Least Squares Structural Equation Modeling (PLS-SEM) evaluated direct and mediating effects of teacher, administrative and social support on eco-anxiety through ESP. Findings Teacher support...

.... Based on the literature mentioned above and the authors' current understanding, the authors suggest the conceptual framework, as shown in Figure 1 , as a basis for this research. OTT platforms OTT education Social-media advertisement Brand engagement PLS-SEM India Behavioural intention...

... = 679) considers the empirical results of the study. Partial least square structural equation modelling (PLS-SEM) is applied to unearth the relationship in the proposed research model of the study. Findings The empirical results indicate that perceived usefulness and perceived easiness of use have...

... be contacted at: koaydarren@hotmail.com ; kianyeikk@sunway.edu.my 25 11 2021 25 01 2022 10 04 2022 10 04 2022 © Emerald Publishing Limited 2022 Emerald Publishing Limited Licensed re-use rights only Cyberslacking Cyberloafing PLS-SEM Malaysia The unexpected...

... and fear. Hence, the authors aim to study the impact of e-learning crackup on fear of academic year loss and psychological distress by incorporating university support as a moderator. Design/methodology/approach Partial least squares structural equation modeling (PLS-SEM) has been used to analyze data...

... an online platform, and given this study's causal predictive-explanatory nature, the authors apply partial least squares structural equation modeling (PLS-SEM) for data analysis. In addition, the authors complement their analysis by examining the nonlinear effects within the model as a robustness check...