Statistical data analysis in financial business often involves with using sample data to investigate relationships between financial variables and instruments, with an ultimate goal of creating a statistical model for future prediction. This course offers an introduction to a wide spectrum of statistical modelling techniques, ranging from linear regression, ANOVA, model selection, logistic regression, to nonlinear and nonparametric models.