Due to lack of technical expertise and resources John Snow, Inc. (JSI) has had difficulty understanding the Reproductive Health Interchange database and creating a more cost efficient contraceptive procurement process. Our goal was to use explanatory data mining techniques to gain a better understanding of the driving input variables and suggest alternative procurement strategies.