Preparation for analysis -- What is multivariate analysis? -- Characterizing data for analysis -- Preparing for data analysis -- Data screening and transformations -- Selecting appropriate analyses -- Applied regression analysis -- Simple regression and correlation -- Multiple regression and correlation -- Variable selection in regression -- Special regression topics -- Multivariate analysis -- Canonical correlation analysis -- Discriminant analysis -- Logistic regression -- Regression analysis with survival data -- Principal components analysis -- Factor analysis -- Cluster analysis -- Log-linear analysis -- Correlated outcomes regression.