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Basics and recent advances in regression discontinuity: Difference versus regression forms*Basics and Recent Advances in Regression Discontinuity: Difference versus Regression Forms

Other Titles
Basics and Recent Advances in Regression Discontinuity: Difference versus Regression Forms
Authors
Choi, J.-Y.Lee, M.-J.
Issue Date
2021
Publisher
Korean Econometric Society
Keywords
Cutoff; High-order Effects; Instrument; Local Randomization; Regression Discontinuity; Regression Kink; Score
Citation
Journal of Economic Theory and Econometrics, v.32, no.3, pp.1 - 68
Indexed
SCOPUS
KCI
Journal Title
Journal of Economic Theory and Econometrics
Volume
32
Number
3
Start Page
1
End Page
68
URI
https://scholar.korea.ac.kr/handle/2021.sw.korea/138442
DOI
10.22812/jetem.2021.32.3.001
ISSN
1229-2893
Abstract
This paper reviews the basics of regression discontinuity (RD) de-sign, whose hallmark is having a treatment determined by an underlying score (i.e., ‘running variable’) crossing a known cutoff or not. Following the basics, recent advances in RD are examined, where the topics are grouped into those related to score and those not. The former topics include multiple scores, measurement errors in score, integer score, and score-density continuity. The latter topics include regression kink (RK), high-order effects, and extending RD identification range (i.e., external validity). Detailed empirical examples are pro-vided for the RD topics, but not for the RD basics which are fairly well-known these days. RD is simple, which can thus appeal even to lay audiences, and this review accordingly emphasizes the intuitive nature of RD and its applicability in practice. Practical and widely applicable techniques are given more cover-age, whereas theoretically-motivated but less-practically-relevant ones are only briefly mentioned. The beauty of RD is in its simplicity, and temptation to make it too sophisticated should be resisted. © 2021, Korean Econometric Society. All rights reserved.
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