TY - JOUR AU - Imbens,Guido AU - Kalyanaraman,Karthik TI - Optimal Bandwidth Choice for the Regression Discontinuity Estimator JF - National Bureau of Economic Research Working Paper Series VL - No. 14726 PY - 2009 Y2 - February 2009 UR - http://www.nber.org/papers/w14726 L1 - http://www.nber.org/papers/w14726.pdf N1 - Author contact info: Guido Imbens Department of Economics Littauer Center Harvard University 1805 Cambridge Street Cambridge, MA 02138 Tel: 617/384-7485 Fax: 617/495-7730 E-Mail: imbens@fas.harvard.edu Karthik Kalyanaraman Dept of Economics Littauer Center Harvard University 1805 Cambridge Street Cambridge, MA 02138 E-Mail: k.kalyanaraman@ucl.ac.uk AB - We investigate the problem of optimal choice of the smoothing parameter (bandwidth) for the regression discontinuity estimator. We focus on estimation by local linear regression, which was shown to be rate optimal (Porter, 2003). Investigation of an expected-squared-error-loss criterion reveals the need for regularization. We propose an optimal, data dependent, bandwidth choice rule. We illustrate the proposed bandwidth choice using data previously analyzed by Lee (2008), as well as in a simulation study based on this data set. The simulations suggest that the proposed rule performs well. ER -