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Extending the Oaxaca-Blinder Decomposition to the Independent Double Hurdle Model: With Application to Parental Spending on Education in Malawi

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  • Mussa, Richard

Abstract

The study develops the Blinder-Oaxaca decomposition technique for the independent double hurdle model. The proposed decomposition is done at the aggregate level. Using the Second Malawi Integrated Household Survey (IHS2), the paper applies the proposed decomposition to explain the rural-urban difference in parental spending on own primary school children. The results show that at least 66% of the expenditure differential is explained by differences in characteristics between rural and urban households.

Suggested Citation

  • Mussa, Richard, 2014. "Extending the Oaxaca-Blinder Decomposition to the Independent Double Hurdle Model: With Application to Parental Spending on Education in Malawi," MPRA Paper 60740, University Library of Munich, Germany.
    • Handle: RePEc:pra:mprapa:60740
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    References listed on IDEAS

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    1. Helen H. Jensen & Steven T. Yen, 1996. "Food Expenditures Away From Home by Type of Meal," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 44(1), pages 67-80, March.
    2. Su, Shew-Jiuan B & Yen, Steven T, 1996. "Microeconometric Models of Infrequently Purchased Goods: An Application to Household Pork Consumption," Empirical Economics, Springer, vol. 21(4), pages 513-533.
    3. Thomas Bauer & Mathias Sinning, 2010. "Blinder-Oaxaca decomposition for Tobit models," Applied Economics, Taylor & Francis Journals, vol. 42(12), pages 1569-1575.
    4. Fairlie, Robert W, 1999. "The Absence of the African-American Owned Business: An Analysis of the Dynamics of Self-Employment," Journal of Labor Economics, University of Chicago Press, vol. 17(1), pages 80-108, January.
    5. Cotton, Jeremiah, 1988. "On the Decomposition of Wage Differentials," The Review of Economics and Statistics, MIT Press, vol. 70(2), pages 236-243, May.
    6. Smith, Richard J & Blundell, Richard W, 1986. "An Exogeneity Test for a Simultaneous Equation Tobit Model with an Application to Labor Supply," Econometrica, Econometric Society, vol. 54(3), pages 679-685, May.
    7. Oaxaca, Ronald, 1973. "Male-Female Wage Differentials in Urban Labor Markets," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 14(3), pages 693-709, October.
    8. Jones, Andrew M, 1989. "A Double-Hurdle Model of Cigarette Consumption," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 4(1), pages 23-39, Jan.-Mar..
    9. Cragg, John G, 1971. "Some Statistical Models for Limited Dependent Variables with Application to the Demand for Durable Goods," Econometrica, Econometric Society, vol. 39(5), pages 829-844, September.
    10. Thomas Bauer & Mathias Sinning, 2008. "An extension of the Blinder–Oaxaca decomposition to nonlinear models," AStA Advances in Statistical Analysis, Springer;German Statistical Society, vol. 92(2), pages 197-206, May.
    11. Kingdon, Geeta Gandhi, 2005. "Where Has All the Bias Gone? Detecting Gender Bias in the Intrahousehold Allocation of Educational Expenditure," Economic Development and Cultural Change, University of Chicago Press, vol. 53(2), pages 409-451, January.
    12. David Neumark, 1988. "Employers' Discriminatory Behavior and the Estimation of Wage Discrimination," Journal of Human Resources, University of Wisconsin Press, vol. 23(3), pages 279-295.
    13. Alan S. Blinder, 1973. "Wage Discrimination: Reduced Form and Structural Estimates," Journal of Human Resources, University of Wisconsin Press, vol. 8(4), pages 436-455.
    14. Blundell, Richard & Meghir, Costas, 1987. "Bivariate alternatives to the Tobit model," Journal of Econometrics, Elsevier, vol. 34(1-2), pages 179-200.
    15. Deaton, Angus S, 1989. "Looking for Boy-Girl Discrimination in Household Expenditure Data," The World Bank Economic Review, World Bank, vol. 3(1), pages 1-15, January.
    16. Oaxaca, Ronald L. & Ransom, Michael R., 1994. "On discrimination and the decomposition of wage differentials," Journal of Econometrics, Elsevier, vol. 61(1), pages 5-21, March.
    17. Rivers, Douglas & Vuong, Quang H., 1988. "Limited information estimators and exogeneity tests for simultaneous probit models," Journal of Econometrics, Elsevier, vol. 39(3), pages 347-366, November.
    18. Murray Smith, 2003. "On dependency in double-hurdle models," Statistical Papers, Springer, vol. 44(4), pages 581-595, October.
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    More about this item

    Keywords

    Double Hurdle; Decomposition; Blinder-Oaxaca; Malawi;
    All these keywords.

    JEL classification:

    • C18 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Methodolical Issues: General

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