TY - JOUR
T1 - Regression Discontinuity with Errors in the Running Variable
T2 - Effect on Truthful Margin
AU - Lee, Myoung Jae
N1 - Funding Information:
This research has been supported by the National Research Foundation of Korea Grant funded by the Korean Government (NRF-2014S1A5B1014360). This research has been also partially funded by a Korea University Grant.
Publisher Copyright:
© 2017 Walter de Gruyter GmbH, Berlin/Boston 2017.
PY - 2017
Y1 - 2017
N2 - In regression discontinuity (RD) with a running variable S crossing a known cutoff c, an unexpectedly small break magnitude is due to S being a mis-measured version of the genuine running variable G. Has all been lost, and is RD useless when G≠S? This paper proves three things. First, when P(G=S)=0, nonparametric RD identification fails. Second, when P(G=S)>0, although the usual RD effect on the margin E(·|G=c) is not nonparametrically identified, the "effect on the truthful margin"E(·|G=S=c) is. Third, under a no-selection-problem assumption, the effect on the truthful margin becomes the effect on the margin; the no-selection-problem assumption is unnecessary, as long as the effect on the truthful margin is taken as a parameter of interest.
AB - In regression discontinuity (RD) with a running variable S crossing a known cutoff c, an unexpectedly small break magnitude is due to S being a mis-measured version of the genuine running variable G. Has all been lost, and is RD useless when G≠S? This paper proves three things. First, when P(G=S)=0, nonparametric RD identification fails. Second, when P(G=S)>0, although the usual RD effect on the margin E(·|G=c) is not nonparametrically identified, the "effect on the truthful margin"E(·|G=S=c) is. Third, under a no-selection-problem assumption, the effect on the truthful margin becomes the effect on the margin; the no-selection-problem assumption is unnecessary, as long as the effect on the truthful margin is taken as a parameter of interest.
KW - identification
KW - measurement error
KW - regression discontinuity
KW - sample selection
UR - http://www.scopus.com/inward/record.url?scp=85019430196&partnerID=8YFLogxK
U2 - 10.1515/jem-2015-0017
DO - 10.1515/jem-2015-0017
M3 - Article
AN - SCOPUS:85019430196
SN - 2156-6674
VL - 6
JO - Journal of Econometric Methods
JF - Journal of Econometric Methods
IS - 1
M1 - 20150017
ER -