Empowering Smart Classroom Efficiency: The Catalytic Role of Academic Support in Higher Education

Abstract

While smart classrooms have proliferated in higher education, the mechanisms through which academic support enhances their efficiency remain underexplored. This study investigates the influence of smart classroom (SC), teachers (TE), and teaching methods (TS) on smart classroom efficiency (SCE), and examines the moderating role of academic support (AS) in these relationships. A quantitative survey was conducted with 575 undergraduate students from eight universities in Zhengzhou, China. Data were analyzed using hierarchical regression analysis to test the moderating effects. SC (β = 0.427, p < 0.001), TE (β = 0.241, p < 0.001), and TS (β = 0.151, p = 0.006) significantly influence SCE. Notably, AS significantly moderates all three pathways, with the strongest moderating effect on the TE-SCE relationship (β = 0.219, p < 0.001). This study advances theoretical understanding of academic support as a catalytic mechanism in technology-enhanced learning environments and provides actionable guidance for designing institutional support systems to maximize smart classroom efficiency.