New Wine in Old Bottles: A Sequential Estimation Technique for the LPM
The conditions under which ordinary least squares (OLS) is an unbiased and consistent estimator of the linear probability model (LPM) are unlikely to hold in many instances. Yet the LPM still may be the correct model or a good approximation to the probability generating process. A sequential least squares (SLS) estimation procedure is introduced that may outperform OLS in terms of finite sample bias and yields a consistent estimator. Monte Carlo simulations reveal that SLS outperforms OLS, probit and logit in terms of mean squared error of the predicted probabilities.
|Date of creation:||Jan 2003|
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- Lukashin, Youri Pavlovich, 2000. "Econometric Analysis of Managers' Judgements on the Determinants of the Financial Situation in Russia," Economic Change and Restructuring, Springer, vol. 33(1-2), pages 85-101.
- Robert W. Fairlie & William A. Sundstrom, 1999. "The Emergence, Persistence, and Recent Widening of the Racial Unemployment Gap," ILR Review, Cornell University, ILR School, vol. 52(2), pages 252-270, January.
- Rosenthal, Robert W, 1989. "A Bounded-Rationality Approach to the Study of Noncooperative Games," International Journal of Game Theory, Springer;Game Theory Society, vol. 18(3), pages 273-91.
- Janet Currie & Jonathan Gruber, 1996.
"Health Insurance Eligibility, Utilization of Medical Care, and Child Health,"
The Quarterly Journal of Economics,
Oxford University Press, vol. 111(2), pages 431-466.
- Janet Currie & Jonathan Gruber, 1995. "Health Insurance Eligibility, Utilization of Medical care, and Child Health," NBER Working Papers 5052, National Bureau of Economic Research, Inc.
- James J. Heckman & James M. Snyder, Jr., 1996. "Linear Probability Models of the Demand for Attributes with an Empirical Application to Estimating the Preferences of Legislators," NBER Working Papers 5785, National Bureau of Economic Research, Inc.
- Amemiya, Takeshi, 1977. "Some Theorems in the Linear Probability Model," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 18(3), pages 645-50, October.
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