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Efficiency of two-step estimators for censored systems of equations: Shonkwiler and Yen reconsidered

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Author Info
Harald Tauchmann

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Abstract

This study analyses a parametric estimator for a system of equations with limited dependent variables that was recently proposed. Its performance is compared with those of alternative estimation procedures using Monte Carlo methods. The comparison shows that this new estimator is less efficient for a wide range of parameter regions than multivariate generalizations of the classical Heckman model. This result can be explained by its variance depending on the squared conditional mean of the dependent variables. Additionally, it turns out that within the class of generalized Heckman estimators, rather simple ones display the best performance.

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Publisher Info
Article provided by Taylor and Francis Journals in its journal Applied Economics.

Volume (Year): 37 (2005)
Issue (Month): 4 (March)
Pages: 367-374
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Handle: RePEc:taf:applec:v:37:y:2005:i:4:p:367-374

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  1. Heckman, James J, 1979. "Sample Selection Bias as a Specification Error," Econometrica, Econometric Society, vol. 47(1), pages 153-61, January. [Downloadable!] (restricted)
  2. Doran, Howard & O'Donnell, Chris & Griffith, Garry & Chang, Hui-Shung Christie & Hutasuhut, Maradoli, 2001. "The Demand for Beef in Indonesia: Implications for Australian Agribusiness," Working Papers 12915, University of New England, School of Economics. [Downloadable!]
  3. Heien, Dale & Wessells, Cathy Roheim, 1990. "Demand Systems Estimation with Microdata: A Censored Regression Approach," Journal of Business & Economic Statistics, American Statistical Association, vol. 8(3), pages 365-71, July.
  4. Wales, T J & Woodland, A D, 1980. "Sample Selectivity and the Estimation of Labor Supply Functions," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 21(2), pages 437-68, June. [Downloadable!] (restricted)
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(explanations, 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.)

  1. Caillavet, France & Nichele, Veronique & Soler, Louis-Georges, 2008. "Are nutritional claims an adequate tool for public health? Evidence from food purchases in France," 2008 International Congress, August 26-29, 2008, Ghent, Belgium 44007, European Association of Agricultural Economists. [Downloadable!]
  2. Harald Tauchmann, 2006. "A Note on Consistency of Heckman-type two-step Estimators for the Multivariate Sample-Selection Model," RWI Discussion Papers 0040, Rheinisch-Westfälisches Institut für Wirtschaftsforschung. [Downloadable!]
  3. Silvia Tiezzi & Fabrizio balli, 2008. "Households Consumption Patterns and Equivalence Scales in Italy: 1997-2004," Department of Economics University of Siena 535, Department of Economics, University of Siena. [Downloadable!]
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