Combining information from Heckman and matching estimators: testing and controlling for hidden bias
We demonstrate how the Heckman methodology can be applied to the Rosenbaum sensitivity model and the Rubin matched difference estimator. We develop a statistical test of the conditional independence assumption (CIA), based on Heckit for matched pairs. If the CIA is rejected, the method facilitates the estimation of matched treatment effects adjusted for hidden bias. We illustrate this methodology empirically for the full-time/part-time pay gap for British women. The proposed method has clear utility in establishing whether propensity score matched treatment estimates are prone to unobserved selection bias and for controlling for such bias
Volume (Year): 33 (2013)
Issue (Month): 3 ()
|Contact details of provider:|| |
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.:
- Roger Klein & Francis Vella, 2009.
"A semiparametric model for binary response and continuous outcomes under index heteroscedasticity,"
Journal of Applied Econometrics,
John Wiley & Sons, Ltd., vol. 24(5), pages 735-762.
- Klein, Roger & Vella, Francis, 2006. "A Semiparametric Model for Binary Response and Continuous Outcomes Under Index Heteroscedasticity," IZA Discussion Papers 2383, Institute for the Study of Labor (IZA).
- Manning, Alan & Petrongolo, Barbara, 2006.
"The Part-Time Pay Penalty for Women in Britain,"
IZA Discussion Papers
2419, Institute for the Study of Labor (IZA).
- Richard Blundell & Howard Reed & Thomas M. Stoker, 2003. "Interpreting Aggregate Wage Growth: The Role of Labor Market Participation," American Economic Review, American Economic Association, vol. 93(4), pages 1114-1131, September.
- Ryan Pike, 2011. "Patterns of pay: Results of the Annual Survey of Hours and Earnings 1997 to 2010," Economic and Labour Market Review, Palgrave Macmillan, vol. 5(3), pages 14-40, March.
- Puhani, Patrick A, 2000. " The Heckman Correction for Sample Selection and Its Critique," Journal of Economic Surveys, Wiley Blackwell, vol. 14(1), pages 53-68, February.
- Sascha O. Becker & Marco Caliendo, 2007.
"Sensitivity analysis for average treatment effects,"
StataCorp LP, vol. 7(1), pages 71-83, February.
- Sascha O. Becker & Marco Caliendo, 2007. "mhbounds - Sensitivity Analysis for Average Treatment Effects," Discussion Papers of DIW Berlin 659, DIW Berlin, German Institute for Economic Research.
- Becker, Sascha O. & Caliendo, Marco, 2007. "mhbounds – Sensitivity Analysis for Average Treatment Effects," IZA Discussion Papers 2542, Institute for the Study of Labor (IZA).
- Eric S. Lin & Yu-lung Lue, 2010. "The Causal Effect of the Cram Schooling Timing Decision on Math Scores," Economics Bulletin, AccessEcon, vol. 30(3), pages 2330-2345.
- Black, Dan A. & Smith, J.A.Jeffrey A., 2004.
"How robust is the evidence on the effects of college quality? Evidence from matching,"
Journal of Econometrics,
Elsevier, vol. 121(1-2), pages 99-124.
- Dan A. Black & Jeffrey Smith, 2003. "How Robust is the Evidence on the Effects of College Quality? Evidence From Matching," University of Western Ontario, CIBC Centre for Human Capital and Productivity Working Papers 20033, University of Western Ontario, CIBC Centre for Human Capital and Productivity.
- de Luna, Xavier & Johansson, Per, 2012.
"Testing for nonparametric identification of causal effects in the presence of a quasi-instrument,"
Working Paper Series
2012:14, IFAU - Institute for Evaluation of Labour Market and Education Policy.
- de Luna, Xavier & Johansson, Per, 2012. "Testing for Nonparametric Identification of Causal Effects in the Presence of a Quasi-Instrument," IZA Discussion Papers 6692, Institute for the Study of Labor (IZA).
- Karen Mumford & Peter N. Smith, 2009. "What determines the part-time and gender earnings gaps in Britain: evidence from the workplace," Oxford Economic Papers, Oxford University Press, vol. 61(suppl_1), pages i56-i75, April.
- David Blanchflower & Alex Bryson, 2004.
"The Union Wage Premium in the US and the UK,"
CEP Discussion Papers
dp0612, Centre for Economic Performance, LSE.
- Rosenbaum, Paul R., 2005. "Heterogeneity and Causality: Unit Heterogeneity and Design Sensitivity in Observational Studies," The American Statistician, American Statistical Association, vol. 59, pages 147-152, May.
- Nawata, Kazumitsu, 1993. "A note on the estimation of models with sample-selection biases," Economics Letters, Elsevier, vol. 42(1), pages 15-24.
- Newey, Whitney K & Powell, James L & Walker, James R, 1990.
"Semiparametric Estimation of Selection Models: Some Empirical Results,"
American Economic Review,
American Economic Association, vol. 80(2), pages 324-28, May.
- Remco H. Oostendorp, 2009.
"Globalization and the Gender Wage Gap,"
World Bank Economic Review,
World Bank Group, vol. 23(1), pages 141-161, January.
- Martin Huber, 2014.
"Treatment Evaluation in the Presence of Sample Selection,"
Taylor & Francis Journals, vol. 33(8), pages 869-905, November.
- Martin Huber, 2009. "Treatment evaluation in the presence of sample selection," University of St. Gallen Department of Economics working paper series 2009 2009-07, Department of Economics, University of St. Gallen.
- Heckman, James J & Sedlacek, Guilherme, 1985. "Heterogeneity, Aggregation, and Market Wage Functions: An Empirical Model of Self-selection in the Labor Market," Journal of Political Economy, University of Chicago Press, vol. 93(6), pages 1077-1125, December.
- DiPrete, Thomas A. & Gangl, Markus, 2004. "Assessing bias in the estimation of causal effects: Rosenbaum bounds on matching estimators and instrumental variables estimation with imperfect instruments," Discussion Papers, Research Unit: Labor Market Policy and Employment SP I 2004-101, Social Science Research Center Berlin (WZB).
- Sara Connolly & Mary Gregory, 2009. "The part-time pay penalty: earnings trajectories of British Women," Oxford Economic Papers, Oxford University Press, vol. 61(suppl_1), pages i76-i97, April.
- John Gibson, 2009. "The public sector pay premium, compensating differentials and unions: propensity score matching evidence from Australia, Canada, Great Britain and the United States," Economics Bulletin, AccessEcon, vol. 29(3), pages 2325-2332.
- Stephen G. Donald & Yu-Chin Hsu & Robert P. Lieli, 2014. "Testing the Unconfoundedness Assumption via Inverse Probability Weighted Estimators of (L)ATT," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 32(3), pages 395-415, July.
When requesting a correction, please mention this item's handle: RePEc:ebl:ecbull:eb-13-00321. See general information about how to correct material in RePEc.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (John P. Conley)
If references are entirely missing, you can add them using this form.