The Dot-Com bubble of the late 1990s offers insight into the mentality of investors and money managers. The goal of this paper is to design a model utilizing fundamental valuation variables and determine its effectiveness at predicting price changes in U.S. equities during the 1996-2000 Dot-Com bubble. A successful model will provide insight into how investors can best navigate the turbulent financial waters brought on by the boom of a financial bubble and the following decline once the bubble has burst.