This course serves as an introduction to Financial Econometircs and the analysis of financial data sets. It provides a through discussion of stylized facts in financial data sets and introduces econometric methods to estimate the conditional expected returns, volatilities and tail risks (e.g. VaR). Emphasis is placed on introducing a forecasting framework and discussing forecast evaluations of the above mentioned metrics.