Effects of an AI-VR enhanced flipped classroom on English achievement, metacognitive self-regulation, and learning motivation among EFL learners: the moderating role of technological literacy.
Journal:
Scientific reports
Published Date:
Jul 9, 2026
Abstract
Traditional flipped classrooms often fail to sustain young EFL learners' engagement due to passive pre-class tasks and high self-regulation demands. While Artificial Intelligence (AI) and Virtual Reality (VR) offer potential solutions, their combined impact and the moderating role of technological literacy in primary education remain underexplored. Grounded in Self-Determination Theory and Self-Regulated Learning theory, this study examined the comparative effects of an integrated AI-VR enhanced flipped classroom on English achievement, metacognitive self-regulation (MSR), and learning motivation, and whether AI-VR technological literacy moderated these effects. Using a quasi-experimental pretest-posttest control-group design, 60 fifth-grade Chinese EFL learners were assigned to either an AI-VR enhanced flipped classroom (n = 30) or a traditional video-based flipped model (n = 30). The same instructor delivered both conditions under a fully scripted protocol, with structured classroom observations confirming fidelity. ANCOVA revealed a robust effect on achievement ([Formula: see text] = 0.252, Hedges' g = 0.96, 95% CI [0.43, 1.49]; surviving Holm-Bonferroni adjustment), and smaller, preliminary effects on MSR ([Formula: see text] = 0.082, g = 0.46, 95% CI [- 0.05, 0.96]) and motivation ([Formula: see text] = 0.072, g = 0.53, 95% CI [0.02, 1.04]) that did not survive multiple-comparison adjustment. Critically, technological literacy moderated all three outcomes (all moderation effects robust under adjustment), with intervention benefits concentrated among higher-literacy learners; bootstrap confidence intervals indicated that precise Johnson-Neyman thresholds were not reliably estimated, so moderation is reported as directional. The findings suggest that AI-VR enhanced flipped instruction is conditional rather than universal: strongest gains accrue to achievement, while affective and metacognitive benefits depend on learners' technological literacy.
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