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Using the data from the two waves of the China Education Panel Survey, we examine the roles of parent-child communication and educational expectation among Chinese rural students (N = 2,275) with different left-behind characteristics (i.e., number of migrant parents). Model analysis shows a negative correlation between parental migration and parent-child communication, which in turn positively contributes to rural kids’ educational expectations. In addition, left-behind status moderates the association between parent-child communication and rural students’ educational expectation, in which the association becomes weaker when the number of migrant parents increases, altogether yielding a moderated mediation relationship. These results add to the existing understanding of the impact of parental migration on rural children’s received parental communication and further educational expectation.