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Regression Discontinuity Designs [PDF]

open access: yesAnnual Review of Economics, 2021
The regression discontinuity (RD) design is one of the most widely used nonexperimental methods for causal inference and program evaluation. Over the last two decades, statistical and econometric methods for RD analysis have expanded and matured, and ...
M. D. Cattaneo, J. Escanciano
semanticscholar   +3 more sources

Regression discontinuity design with covariates [PDF]

open access: yesWorking Paper Series, 2007
In this paper, the regression discontinuity design (RDD) is generalized to account for differences in observed covariates X in a fully nonparametric way. It is shown that the treatment effect can be estimated at the rate for one-dimensional nonparametric
Markus Frölich
core   +12 more sources

Limitless Regression Discontinuity [PDF]

open access: greenJournal of Educational and Behavioral Statistics, 2019
Conventionally, regression discontinuity analysis contrasts a univariate regression’s limits as its independent variable, R, approaches a cut point, c, from either side. Alternative methods target the average treatment effect in a small region around c, at the cost of an assumption that treatment assignment, [Formula: see text], is ignorable vis-à-vis
Adam C. Sales, Ben B. Hansen
openalex   +4 more sources

Effect of the 2022 COVID-19 booster vaccination campaign in people aged 50 years in England: Regression discontinuity analysis in OpenSAFELY-TPP. [PDF]

open access: hybridVaccine
Schaffer AL   +13 more
europepmc   +2 more sources

When Does Losing Lead to Winning? An Empirical Investigation on the Korean Professional Basketball League [PDF]

open access: yesCheyuk gwahag yeon-gu, 2023
PURPOSE This study was conducted to refine and verify the argument by Berger & Pope (2011). Based on expectancy theory, we expected that the existence or type of regression discontinuity could vary depending on the situation and time in Korean ...
Sang Hyun Lee   +2 more
doaj   +1 more source

A guide to regression discontinuity designs in medical applications [PDF]

open access: yesStatistics in Medicine, 2023
We present a practical guide for the analysis of regression discontinuity (RD) designs in biomedical contexts. We begin by introducing key concepts, assumptions, and estimands within both the continuity‐based framework and the local randomization ...
M. D. Cattaneo, L. Keele, R. Titiunik
semanticscholar   +1 more source

Regression Discontinuity Inference with Specification Error [PDF]

open access: yesJournal of Econometrics, 2008
A regression discontinuity (RD) research design is appropriate for program evaluation problems in which treatment status (or the probability of treatment) depends on whether an observed covariate exceeds a fixed threshold.
David Card, David S. Lee
core   +3 more sources

A Practical Introduction to Regression Discontinuity Designs: Extensions [PDF]

open access: yes, 2023
This monograph, together with its accompanying first part Cattaneo, Idrobo and Titiunik (2020), collects and expands the instructional materials we prepared for more than $50$ short courses and workshops on Regression Discontinuity (RD) methodology that ...
M. D. Cattaneo, N. Idrobo, R. Titiunik
semanticscholar   +1 more source

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