BackgroundComputational thinking is a key higher-order cognitive skill in adolescence, extending beyond computer science to mathematical problem solving and complex reasoning. Although mathematical metacognition has been associated with computational thinking, the mechanisms underlying this relationship remain unclear. Grounded in Flavell’s metacognitive theory and Wing’s framework, this study examines the mediating role of cognitive flexibility and the moderating role of grade level in this ass