Testing for covariate balance using quantile regression and resampling methods
Consistency of propensity score matching estimators hinges on the propensity score's ability to balance the distributions of covariates in the pools of treated and non-treated units. Conventional balance tests merely check for differences in covariates’ means, but cannot account for differences in higher moments. For this reason, this paper proposes balance tests which test for differences in the entire distributions of continuous covariates based on quantile regression (to derive Kolmogorov--Smirnov and Cramer--von-Mises--Smirnov-type test statistics) and resampling methods (for inference). Simulations suggest that these methods are very powerful and capture imbalances related to higher moments when conventional balance tests fail to do so.
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Volume (Year): 38 (2011)
Issue (Month): 12 (February)
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Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
- James J. Heckman & Hidehiko Ichimura & Petra E. Todd, 1997. "Matching As An Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme," Review of Economic Studies, Oxford University Press, vol. 64(4), pages 605-654.
- Ichino, Andrea & Mealli, Fabrizia & Nannicini, Tommaso, 2006.
"From Temporary Help Jobs to Permanent Employment: What Can We Learn from Matching Estimators and their Sensitivity?,"
CEPR Discussion Papers
5736, C.E.P.R. Discussion Papers.
- Andrea Ichino & Fabrizia Mealli & Tommaso Nannicini, 2008. "From temporary help jobs to permanent employment: what can we learn from matching estimators and their sensitivity?," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 23(3), pages 305-327.
- Ichino, Andrea & Mealli, Fabrizia & Nannicini, Tommaso, 2006. "From Temporary Help Jobs to Permanent Employment: What Can We Learn from Matching Estimators and their Sensitivity?," IZA Discussion Papers 2149, Institute for the Study of Labor (IZA).
- Jyotsna Jalan & Martin Ravallion, 2000.
"Estimating the Benefit Incidence of an Antipoverty Program by Propensity Score Matching,"
Econometric Society World Congress 2000 Contributed Papers
0873, Econometric Society.
- Jalan, Jyotsna & Ravallion, Martin, 2003. "Estimating the Benefit Incidence of an Antipoverty Program by Propensity-Score Matching," Journal of Business & Economic Statistics, American Statistical Association, vol. 21(1), pages 19-30, January.
- Blundell, Richard William & Costa Dias, Monica & Meghir, Costas & Van Reenen, John, 2003.
"Evaluating the Employment Impact of a Mandatory Job Search Programme,"
CEPR Discussion Papers
3786, C.E.P.R. Discussion Papers.
- Richard Blundell & Monica Costa Dias & Costas Meghir & John Van Reenen, 2004. "Evaluating the Employment Impact of a Mandatory Job Search Program," Journal of the European Economic Association, MIT Press, vol. 2(4), pages 569-606, 06.
- Qi Li & Esfandiar Maasoumi & Jeffrey S. Racine, 2008.
"A Nonparametric Test for Equality of Distributions with Mixed Categorical and Continuous Data,"
0805, Department of Economics, Emory University (Atlanta).
- Li, Qi & Maasoumi, Esfandiar & Racine, Jeffrey S., 2009. "A nonparametric test for equality of distributions with mixed categorical and continuous data," Journal of Econometrics, Elsevier, vol. 148(2), pages 186-200, February.
- Abadie A., 2002. "Bootstrap Tests for Distributional Treatment Effects in Instrumental Variable Models," Journal of the American Statistical Association, American Statistical Association, vol. 97, pages 284-292, March.
- Zhao, Zhong, 2008.
"Sensitivity of propensity score methods to the specifications,"
Elsevier, vol. 98(3), pages 309-319, March.
- Zhao, Zhong, 2005. "Sensitivity of Propensity Score Methods to the Specifications," IZA Discussion Papers 1873, Institute for the Study of Labor (IZA).
- Guido Imbens, 2000.
"Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score,"
Econometric Society World Congress 2000 Contributed Papers
1166, Econometric Society.
- Keisuke Hirano & Guido W. Imbens & Geert Ridder, 2003. "Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score," Econometrica, Econometric Society, vol. 71(4), pages 1161-1189, 07.
- Keisuke Hirano & Guido W. Imbens & Geert Ridder, 2000. "Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score," NBER Technical Working Papers 0251, National Bureau of Economic Research, Inc.
- Lawrence M. Berger & Jennifer Hill & Jane Waldfogel, 2005. "Maternity leave, early maternal employment and child health and development in the US," Economic Journal, Royal Economic Society, vol. 115(501), pages F29-F47, 02.
- Böckerman, Petri & Ilmakunnas, Pekka, 2007.
"Unemployment and self-assessed health: Evidence from panel data,"
1798, University Library of Munich, Germany.
- Petri Böckerman & Pekka Ilmakunnas, 2009. "Unemployment and self-assessed health: evidence from panel data," Health Economics, John Wiley & Sons, Ltd., vol. 18(2), pages 161-179.
- Hayfield, Tristen & Racine, Jeffrey S., 2008. "Nonparametric Econometrics: The np Package," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 27(i05).
- T. S. Breusch & A. R. Pagan, 1980.
"The Lagrange Multiplier Test and its Applications to Model Specification in Econometrics,"
Review of Economic Studies,
Oxford University Press, vol. 47(1), pages 239-253.
- Breusch, T.S. & Pagan, A.R., . "The Lagrange multiplier test and its applications to model specification in econometrics," CORE Discussion Papers RP 412, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
- Torsten Persson, 2001. "Currency unions and trade: how large is the treatment effect?," Economic Policy, CEPR;CES;MSH, vol. 16(33), pages 433-462, October.
- Shaikh, Azeem M. & Simonsen, Marianne & Vytlacil, Edward J. & Yildiz, Nese, 2009. "A specification test for the propensity score using its distribution conditional on participation," Journal of Econometrics, Elsevier, vol. 151(1), pages 33-46, July.
- White, Halbert, 1982. "Maximum Likelihood Estimation of Misspecified Models," Econometrica, Econometric Society, vol. 50(1), pages 1-25, January.
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