This paper is devoted to the understanding of the emergence of chaos in the discrete time version of the core-periphery model proposed by Currie and Kubin (2006). To this purpose, we present a careful and thorough analysis of the model, including proofs of relevant unproved statements. We are able to describe the sources of chaos and, in some cases, determine how to eliminate them. The analytical study is complemented by numerical simulations in Matlab.