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Estimation of the female labor supply models by Heckman’s two-step estimator and the maximum likelihood estimator

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  • Nawata, Kazumitsu

Abstract

The female labor supply models have been widely used in labor economics. The models are usually estimated by Heckman’s two-step estimator. However, Heckman’s two-step estimator often performs poorly. This paper considers an estimation of the models by the maximum likelihood method. An algorithm which makes calculation of the maximum likelihood estimator (MLE) possible is proposed. The finite sample properties are compared using Monte Carlo experiments.

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  • Nawata, Kazumitsu, 2004. "Estimation of the female labor supply models by Heckman’s two-step estimator and the maximum likelihood estimator," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 64(3), pages 385-392.
    • Handle: RePEc:eee:matcom:v:64:y:2004:i:3:p:385-392
    DOI: 10.1016/S0378-4754(03)00104-6
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    References listed on IDEAS

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    1. 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.
    2. Nawata, Kazumitsu, 1995. "Estimation of sample-selection models by the maximum likelihood method," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 39(3), pages 299-303.
    3. Alice Nakamura & Masao Nakamura, 1994. "Predicting Female Labor Supply: Effects of Children and Recent Work Experience," Journal of Human Resources, University of Wisconsin Press, vol. 29(2), pages 304-327.
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    6. Lemieux, Thomas & Fortin, Bernard & Frechette, Pierre, 1994. "The Effect of Taxes on Labor Supply in the Underground Economy," American Economic Review, American Economic Association, vol. 84(1), pages 231-254, March.
    7. Heckman, James J, 1978. "Dummy Endogenous Variables in a Simultaneous Equation System," Econometrica, Econometric Society, vol. 46(4), pages 931-959, July.
    8. Blundell, Richard & Smith, Richard J., 1994. "Coherency and estimation in simultaneous models with censored or qualitative dependent variables," Journal of Econometrics, Elsevier, vol. 64(1-2), pages 355-373.
    9. Heckman, James J, 1974. "Shadow Prices, Market Wages, and Labor Supply," Econometrica, Econometric Society, vol. 42(4), pages 679-694, July.
    10. Nawata, Kazumitsu, 1993. "A note on the estimation of models with sample-selection biases," Economics Letters, Elsevier, vol. 42(1), pages 15-24.
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    Cited by:

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