This course includes the topics of probability theory, distributions, sampling, hypothesis testing, and regression methodologies. Also it aims to overview the essential econometric techniques used in applied financial analysis. Case studies from the academic finance literature are employed to demonstrate potential uses of each approach. The first course introduces basic classical linear regression model, panel data methods and qualitative dependent variables.