A Simple Adjustment for Bandwidth Snooping

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A Simple Adjustment for Bandwidth Snooping∗

Kernel-based estimators such as local polynomial estimators in regression discontinuity designs are often evaluated at multiple bandwidths as a form of sensitivity analysis. However, if in the reported results, a researcher selects the bandwidth based on this analysis, the associated confidence intervals may not have correct coverage, even if the estimator is unbiased. This paper proposes a sim...

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A Simple Adjustment for Bandwidth Snooping: Supplemental Materials

This supplement is organized as follows. Section S1 contains auxiliary results used in Appendix A of the main text. Section S2 contains auxiliary results on local polynomial regression. Section S3 proves theorems in Appendix B. Section S4 derives critical values for one-sided confidence intervals and gives tables of oneand two-sided critical values. Finally, Section S5 presents the results of a...

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Bandwidth Adaptive Snooping

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A SIMPLE ADJUSTMENT FOR BANDWIDTH SNOOPING By Timothy B. Armstrong and Michal Kolesár December 2014 Revised October 2016 COWLES FOUNDATION DISCUSSION PAPER NO. 1961R2 COWLES FOUNDATION FOR RESEARCH IN ECONOMICS

Kernel-based estimators are often evaluated at multiple bandwidths as a form of sensitivity analysis. However, if in the reported results, a researcher selects the bandwidth based on this analysis, the associated confidence intervals may not have correct coverage, even if the estimator is unbiased. This paper proposes a simple adjustment that gives correct coverage in such situations: replace t...

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ژورنال

عنوان ژورنال: SSRN Electronic Journal

سال: 2014

ISSN: 1556-5068

DOI: 10.2139/ssrn.2532989