A graph of order and size is called edge-magic if there exists a bijection such that is a constant for every edge . An edge-magic graph is said to be super if . Furthermore, the edge-magic deficiency of a graph , denoted , is defined as the minimum nonnegative integer such that is edge-magic. Similarly, the \emph{super edge-magic deficiency} of a graph , denoted , is either the minimum nonnegative integer such that is super edge-magic or if there exists no such integer . In this paper, we investigate the (super) edge-magic deficiency of chain graphs. Based on these, we propose some open problems.