“…Several studies have observed that the improvement of students' conceptions of learning is equivalent to a shift from reproductive to constructive conceptions of learning (e.g., Lee, Johanson, & Tsai, ; C. L. Lin, Tsai, & Liang, ; C. C. Tsai, ). T. J. Lin, Liang, and Tsai () characterized conceptions of learning physics into three‐level perceptions based on the results of a cluster analysis, introducing the reproductive, transitional, and constructive profiles. Their study was consistent with past studies (‐Brownlee, Walker, Lennox, Exley, & Pearce, ; Kember, ) that sought a transitional orientation to connect the two primary directions (T. J. Lin et al, ).…”