The article discusses the development and testing of a network-based model of international clustering and foreign subsidiary performance in an attempt to determine how multinational companies (MNC) enter a foreign country to build their own foreign cluster. It focuses on the foreign peer network (FPN) to incorporate both the social and economic interactions within a cluster. An FPN is described as a set of social and economic relations among a group of foreign subsidiaries that are from the same home country and run same or similar businesses within a common geographic area in the host country. The initial condition of the FPN and its subsequent development is said to impose an imprinting effect on the subsidiaries' performance.