Statistical methods are developed for classic linear and non-linear regression analysis. Econometric tools such as instrumental variables, regression discontinuity, and difference-in-differences are emphasized for causal identification. Extensions are made to new topics such as simulation-based methods including bootstrap, nonparametric and semi-parametricestimators, and quantile-regression methods.
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