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Mikroekonometrie II

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JCM030

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Sample Selection and its Consequences for Econometric Evaluations: Theory and Evidence

Evidence From Re-evaluating Random Control Trials

Theory: Counterfactuals, Causality, Models of Selection and Parameters of Interest

Methods to Address Sample Selection

Selection on Observables Only:                                                               i.      Models of Selection, Control Function and Machine Learning Approaches                                                             ii.      Matching, Synthetic Controls and Re-weighting

Allowing for selection on unobservables                                                               i.      Randomized Control Trials                                                             ii.      Quasi-Experiments and Instrumental Variables

Heterogeneous Treatment Effects and Their Implications:

IV with Heterogeneous Treatment Effects

Models of and Tests for Heterogeneity

Methods to Analyze Heterogeneous Program Effects in RCTs

Effects on Outcome Distributions

Distribution of Treatment Effects

Conditional Average Treatment Effects

Analyzing Heterogeneity in Observational Studies: Marginal Treatment Effects