This course presents financial market data analysis using empirical methods. Topics include financial time series analysis, econometric asset pricing modelling, statistical inference on option price data, mean-variance analysis, and value at risk. The course focuses on inference using real world data. Theoretical concepts will be illustrated via empirical examples.