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Regression Discontinuity Designs
Annual Review of Economics, 2022 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 there is now a large number of methodological results for RD identification, estimation, inference ...
Cattaneo, Matias D., Titiunik, Rocio
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Isotonic regression discontinuity designs [PDF]
Journal of Econometrics, 2019 This paper studies the estimation and inference for the isotonic regression at the boundary point, an object that is particularly interesting and required in the analysis of monotone regression discontinuity designs. We show that the isotonic regression is inconsistent in this setting and derive the asymptotic distributions of boundary corrected ...
Babii, Andrii, Kumar, Rohit
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The causal effect of retirement on stress in older adults in China: A regression discontinuity study
SSM: Population Health, 2020 Population aging in middle-income countries, including China, has resulted in strong economic incentives to increase the retirement age. These economic incentives should be weighed up against the effects of later retirement on physical and mental health ...
Simiao Chen +2 more
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Regression discontinuity design and its applications to Science of Science: A survey
Journal of Data and Information Science, 2023 With the availability of large-scale scholarly datasets, scientists from various domains hope to understand the underlying mechanisms behind science, forming a vibrant area of inquiry in the emerging “science of science” field.
Li Meiling, Zhang Yang, Wang Yang
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China Economic Quarterly International, 2021 This paper employs regression discontinuity design to estimate the impact of heating modes on residents’ energy consumption, energy efficiency gap, and energy usage behavior, using the Chinese Residential Energy Consumption Survey (CRECS).
Jing Jin, Yucheng Wang, Xinye Zheng
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BMC Health Services Research, 2020 Background The proportion of people aged 60 years or over is growing faster than other age groups. Traditionally, retirement has been considered as both a loss to the labour market and an additional economic burden on the nation.
Shanquan Chen +7 more
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AERA Open, 2021 The Tennessee Voluntary Pre-K Program (TN-VPK) is statewide full-day program that gives priority to children from low-income families. A regression-discontinuity design with a statewide probability sample of 155 TN-VPK classrooms and 5,189 children ...
Georgine M. Pion, Mark W. Lipsey
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Estimating Incumbency Effects Using Regression Discontinuity Design
Research & Politics, 2018 In recent years, research on the incumbency effect using a regression discontinuity design has flourished. Although the regression discontinuity design has allowed scholars to examine the incumbency effect in various electoral settings, previous studies ...
B. K. Song
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Research & Politics, 2023 The regression discontinuity (RD) design offers identification of causal effects under weak assumptions, earning it a position as a standard method in modern political science research.
Drew Stommes +2 more
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Regression Discontinuity Designs in Health [PDF]
Epidemiology, 2020 Background: Regression discontinuity designs are non-randomized study designs that permit strong causal inference with relatively weak assumptions. Interest in these designs is growing but there is limited knowledge of the extent of their application in health. We aimed to conduct a comprehensive systematic review of the use of
Hilton Boon, Michele +4 more
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