Local Polynomial Order in Regression Discontinuity Designs
نویسندگان
چکیده
Treatment effect estimates in regression discontinuity (RD) designs are often sensitive to the choice of bandwidth and polynomial order, two important ingredients widely used local methods. While Imbens Kalyanaraman Calonico, Cattaneo, Titiunik provided guidance on bandwidth, sensitivity order still poses a conundrum RD practitioners. It is understood econometric literature that applying argument bias reduction does not help resolve this conundrum, since it would always lead preferring higher orders. We therefore extend frameworks use asymptotic mean squared error estimator as criterion guide selection. show Monte Carlo simulations proposed selection procedure performs well, particularly large sample sizes typically found empirical applications. This extends easily fuzzy kink designs.
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1 1Division of General Internal Medicine, Massachusetts General Hospital, Boston, MA, USA; and Harvard Center for Population and Development Studies, Cambridge, MA, USA 2Department of Global Health, Boston University School of Public Health, Boston, MA, USA 3Department of Health Care Policy, Harvard Medical School, Boston, MA, USA; Department of Medicine, Massachusetts General Hospital; and Nat...
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ژورنال
عنوان ژورنال: Journal of Business & Economic Statistics
سال: 2021
ISSN: ['1537-2707', '0735-0015']
DOI: https://doi.org/10.1080/07350015.2021.1920961