In this paper, we study the relationship between the voting scores of questions and answers in CQA sites. We start with an empirical study on two CQA datasets where we observe a strong positive voting correlation between questions and their associated answers. Armed with this observation, we next propose a family of algorithms to jointly predict the voting scores