Efficient Probit Estimation with Partially Missing Covariates
A common approach to dealing with missing data is to estimate the model on the common subset of data, by necessity throwing away potentially useful data. We derive a new probit type estimator for models with missing covariate data where the dependent variable is binary. For the benchmark case of conditional multinormality we show that our estimator is efficient and provide exact formulae for its asymptotic variance. Simulation results show that our estimator outperforms popular alternatives and is robust to departures from the benchmark case. We illustrate our estimator by examining the portfolio allocation decision of Italian households.
|Date of creation:||Mar 2009|
|Date of revision:|
|Publication status:||published in: D. Drukker (ed.): Advances in Econometrics, Vol. 27A, Missing Data Methods, 2011, 213-249.|
|Contact details of provider:|| Postal: |
Phone: +49 228 3894 223
Fax: +49 228 3894 180
Web page: http://www.iza.org
|Order Information:|| Postal: IZA, Margard Ody, P.O. Box 7240, D-53072 Bonn, Germany|
References listed on IDEAS
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.:
- Tullio Jappelli & Luigi Pistaferri, 1999.
"Intertemporal Choice and Consumption Mobility,"
CSEF Working Papers
23, Centre for Studies in Economics and Finance (CSEF), University of Naples, Italy.
- Tullio Jappelli & Luigi Pistaferri, 2004. "Intertemporal choice and consumption mobility," 2004 Meeting Papers 195, Society for Economic Dynamics.
- Tullio Jappelli & Luigi Pistaferri, 2000. "Intertemporal Choice and Consumption Mobility," Econometric Society World Congress 2000 Contributed Papers 0118, Econometric Society.
- Jappelli, Tullio & Pistaferri, Luigi, 2005. "Intertemporal choice and consumption mobility," CFS Working Paper Series 2005/28, Center for Financial Studies (CFS).
- Peter Dolton & Donal O'Neill, 2002. "The Long-Run Effects of Unemployment Monitoring and Work-Search Programs: Experimental Evidence from the United Kingdom," Journal of Labor Economics, University of Chicago Press, vol. 20(2), pages 381-403, Part.
- repec:oup:restud:v:50:y:1983:i:1:p:111-20 is not listed on IDEAS
- Patrick Royston, 2004. "Multiple imputation of missing values," Stata Journal, StataCorp LP, vol. 4(3), pages 227-241, September.
- Harvey S. Rosen & Stephen Wu, 2003.
"Portfolio Choice and Health Status,"
NBER Working Papers
9453, National Bureau of Economic Research, Inc.
- Conniffe, Denis, 1985. "Estimating regression equations with common explanatory variables but unequal numbers of observations," Journal of Econometrics, Elsevier, vol. 27(2), pages 179-196, February.
- Peter Dolton; & Donal O'Neill, 1997. "The Long-Run Effects of Unemployment Monitoring and Work-Search Programs: Some Experimental Evidence from the U.K," Economics, Finance and Accounting Department Working Paper Series n710897, Department of Economics, Finance and Accounting, National University of Ireland - Maynooth.
- Wooldridge, Jeffrey M., 2007.
"Inverse probability weighted estimation for general missing data problems,"
Journal of Econometrics,
Elsevier, vol. 141(2), pages 1281-1301, December.
- Jeffrey M. Wooldridge, 2004. "Inverse probability weighted estimation for general missing data problems," CeMMAP working papers CWP05/04, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Claudia Biancotti & Giovanni D'Alessio & Andrea Neri, 2008. "Measurement Error In The Bank Of Italy'S Survey Of Household Income And Wealth," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 54(3), pages 466-493, 09.
- Jeffrey M. Wooldridge, 1999. "Asymptotic Properties of Weighted M-Estimators for Variable Probability Samples," Econometrica, Econometric Society, vol. 67(6), pages 1385-1406, November.
- Chesher, Andrew, 1984. "Improving the Efficiency of Probit Estimators," The Review of Economics and Statistics, MIT Press, vol. 66(3), pages 523-27, August.
- Brunello, Giorgio & Miniaci, Raffaele, 1999. "The economic returns to schooling for Italian men. An evaluation based on instrumental variables1," Labour Economics, Elsevier, vol. 6(4), pages 509-519, November.
- Guiso, Luigi & Jappelli, Tullio & Terlizzese, Daniele, 1996.
"Income Risk, Borrowing Constraints, and Portfolio Choice,"
American Economic Review,
American Economic Association, vol. 86(1), pages 158-72, March.
- Guiso, Luigi & Jappelli, Tullio & Terlizzese, Daniele, 1994. "Income Risk, Borrowing Constraints and Portfolio Choice," CEPR Discussion Papers 888, C.E.P.R. Discussion Papers.
- Feldstein, Martin S, 1976. "Personal Taxation and Portfolio Composition: An Econometric Analysis," Econometrica, Econometric Society, vol. 44(4), pages 631-50, July.
- Luigi Guiso & Tullio Jappelli, 2000.
"Household Portfolios in Italy,"
CSEF Working Papers
43, Centre for Studies in Economics and Finance (CSEF), University of Naples, Italy.
- Pistaferri, Luigi, 2002.
"Anticipated and Unanticipated Wage Changes, Wage Risk, and Intertemporal Labour Supply,"
CEPR Discussion Papers
3628, C.E.P.R. Discussion Papers.
- Luigi Pistaferri, 2003. "Anticipated and Unanticipated Wage Changes, Wage Risk, and Intertemporal Labor Supply," Journal of Labor Economics, University of Chicago Press, vol. 21(3), pages 729-754, July.
- Horowitz, Joel L. & Manski, Charles F., 2006. "Identification and estimation of statistical functionals using incomplete data," Journal of Econometrics, Elsevier, vol. 132(2), pages 445-459, June.
- Dolton, Peter & O'Neill, Donal, 1996. "Unemployment Duration and the Restart Effect: Some Experimental Evidence," Economic Journal, Royal Economic Society, vol. 106(435), pages 387-400, March.
- Hamermesh, Daniel S., 1999. "LEEping into the future of labor economics: the research potential of linking employer and employee data," Labour Economics, Elsevier, vol. 6(1), pages 25-41, March.
- Heckman, James, 2013.
"Sample selection bias as a specification error,"
Publishing House "SINERGIA PRESS", vol. 31(3), pages 129-137.
- John Y. Campbell, 2006.
NBER Working Papers
12149, National Bureau of Economic Research, Inc.
- Couch, Kenneth A, 1992. "New Evidence on the Long-Term Effects of Employment Training Programs," Journal of Labor Economics, University of Chicago Press, vol. 10(4), pages 380-88, October.
- Guiso, Luigi & Jappelli, Tullio & Pistaferri, Luigi, 2002. "An Empirical Analysis of Earnings and Employment Risk," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(2), pages 241-53, April.
- James J. Heckman, 1976. "The Common Structure of Statistical Models of Truncation, Sample Selection and Limited Dependent Variables and a Simple Estimator for Such Models," NBER Chapters, in: Annals of Economic and Social Measurement, Volume 5, number 4, pages 475-492 National Bureau of Economic Research, Inc.
- Michael Beenstock, 2004. "Rank And Quantity Mobility In The Empirical Dynamics Of Inequality," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 50(4), pages 519-541, December.
- Carol C. Bertaut & Martha Starr-McCluer, 2000. "Household portfolios in the United States," Finance and Economics Discussion Series 2000-26, Board of Governors of the Federal Reserve System (U.S.).
- Cameron,A. Colin & Trivedi,Pravin K., 2005. "Microeconometrics," Cambridge Books, Cambridge University Press, number 9780521848053.
When requesting a correction, please mention this item's handle: RePEc:iza:izadps:dp4081. 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: (Mark Fallak)
If references are entirely missing, you can add them using this form.