The magnitude and direction of collider bias for binary variables

Trang Quynh Nguyen, Allan Dafoe, Elizabeth L. Ogburn

Suppose we are interested in the effect of variable $X$ on variable $Y$. If $X$ and $Y$ both influence, or are associated with variables that influence, a common outcome, called a…