After the school bell rings: how shadow education serves as a pathway to classroom recognition

Research on shadow education has largely assessed supplementary education through its relationship with academic attainment. This study shifts attention to recognition returns by examining how academic tutoring and hobby classes are associated with students’ perceived teacher praise. Using data from the 2013 to 2015 China Education Panel Survey and multilevel models, we find that both forms of tutoring are positively associated with classroom recognition, with hobby classes showing a stronger association. These positive associations weaken at higher levels of participation, and the negative interaction between the two forms indicates that their recognition returns are not simply additive. The associations are also stronger among students from lower-income and less highly educated families. By distinguishing achievement-oriented from recognition-oriented returns, the findings show how family-managed enrichment may convert cultural cultivation outside school into institutional recognition within it, while providing a pre-policy baseline for understanding China’s changing shadow-education landscape.