Contents Tables Figures 16 Nonlinear optimization methods 17 Binary outcome models 18 Multinomial models 19 Tobit and selection models 20 Count-data models 21 Survival analysis for duration data 22 Nonlinear panel models 23 Parametric models for heterogeneity and endogeneity 24 Randomized control trials and exogenous treatment effects 25 Endogenous treatment effects 26 Spatial regression 27 Semiparametric regression 28 Machine learning for prediction and inference 29 Bayesian methods: Basics 30 Bayesian methods: Markov chain Monte Carlo algorithms Glossary of abbreviations Glossary of abbreviations References References Author index Author index Subject index Subject index