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Stata：断点回归分析

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Overview

There are several review articles on RD methodology and empirical practice. This course will discuss, and update as appropriate, topics in Imbens and Lemieux (2008) and Lee and Lemieux (2010). Since these reviews do not cover many of the most recent methodological results available in the literature, we are currently working on an up-to-date review on RD methodology (Cattaneo and Titiunik, 2016), which will be the main focus of this workshop. See also Skovron and Titiunik (2015) for a recent, updated review with particular focus on Political Science.

RDD 分析的 Stata 命令

  • rdrobust: RD inference employing local polynomial and partitioning methods. See Calonico, Cattaneo, and Titiunik (2014a, 2015b) for introductions, and Calonico, Cattaneo, Farrell, and Titiunik (2016b) for the most recent upgrades.

  • rddensity: RD density test for manipulation testing. See Cattaneo, Jansson, and Ma (2016b) for an introduction.

  • rdlocrand: RD inference employing randomization inference methods. See Cattaneo, Titiunik, and Vazquez-Bare (2016b) for an introduction

  • Source：Cattaneo-2018-Handbook

RDD 简明教程 (适于上手操作)

  • Jacob, R., P. Zhu, M. A. Somers, H. Bloom, 2012, A practical guide to regression discontinuity, Mdrc, - PDF -， 模型设定部分的解释非常清晰，基本上没有用复杂的数学公式。

RDD 的适用条件？

  • Schochet, P., Cook, T., Deke, J., Imbens, G., Lockwood, J.R., Porter, J., Smith, J. (2010). Standards for Regression Discontinuity Designs. -PDF-

RDD 文献清单

  • Matias D. Cattaneo - Syllabus - 2016, Short Course in Regression Discontinuity Designs, - PDF -, 给出了一份较为完整的 RDD 参考文献清单。

RDD 相关 Stata 命令的介绍性文档

  • Cattaneo and Titiunik (2018): Regression Discontinuity Designs: A Review, coming soon.

  • Cattaneo, Idrobo and Titiunik (2018): A Practical Introduction to Regression Discontinuity Designs: Volume I. Cambridge Elements: Quantitative and Computational Methods for Social Science, Cambridge University Press. Replication Files

  • Cattaneo, Idrobo and Titiunik (2018): A Practical Introduction to Regression Discontinuity Designs: Volume II. Cambridge Elements: Quantitative and Computational Methods for Social Science, Cambridge University Press. Replication Files

  • Cattaneo, Titiunik and Vazquez-Bare (2017): Comparing Inference Approaches for RD Designs: A Reexamination of the Effect of Head Start on Child Mortality. Journal of Policy Analysis and Management 36(3): 643-681, Summer 2017. Replication Files

  • Cattaneo and Vazquez-Bare (2016): The Choice of Neighborhood in Regression Discontinuity Designs. Observational Studies 2: 134-146, December 2016.

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