Risk issues in supply chain management attract much attention recently. In this paper, we focus on the recent development in supply chain risk management, in particular, the research on quantitative analysis. Some key problems and challenges in supply chain risk management are proposed for future research. It is hoped that what we presented in this paper will stimulate the development of supply chain risk management in China