Litcius/Paper detail

Regression discontinuity designs: a hands-on guide for practice

Vicente Valentim, Ana Ruipérez Núñez, Elias Dinas

2021Italian Political Science Review/Rivista Italiana di Scienza Politica26 citationsDOI

Abstract

Abstract Regression discontinuity (RD) designs have become increasingly popular in political science, due to their ability to showcase causal effects under weak assumptions. This paper provides an intuition-based guide for the use of the RD in applied research. After an intuitive explanation of how the method works, we provide a checklist that can help researchers understand the main robustness checks they should run, and a quick introduction to software implementing the design. We also provide a list of classic designs and examples of their application in political science. We hope this article can constitute a stepping stone from which researchers interested in RD can jump to more advanced literature; and which makes researchers not interested in implementing RDs better consumers of research employing this design.

Topics & Concepts

Regression discontinuity designIntuitionComputer scienceChecklistRobustness (evolution)PoliticsSoftwareData scienceDiscontinuity (linguistics)Management sciencePsychologyCognitive psychologyMathematicsProgramming languageEngineeringPolitical scienceStatisticsCognitive scienceLawBiochemistryGeneChemistryMathematical analysisAdvanced Causal Inference TechniquesQualitative Comparative Analysis ResearchElectoral Systems and Political Participation