Parametric and nonparametric income distribution estimators in CGE micro-simulation modeling
We consider the issue of income distribution modeling in the context of poverty analysis impact based on computable general equilibrium micro-simulation models. The empirical distribution function (EDF) is by far the most commonly used estimator in practice. It is, however, not the only available consistent estimator and there may be situations in which a different estimator would be able to provide more accurate results. An alternative is to use a smooth estimator of the population income distribution. Two types of such estimators are available: parametric and nonparametric ones. In the first case, one has to chose a particular parametric form for the distribution function and estimates its parameters. The main drawback is the difficulty associated with the selection of the functional form. The nonparametric approach sidesteps this functional form issue by using kernel density estimators that only impose mild restrictions on the distribution function. This is obviously an important advantage, but its cost is that the accuracy of these estimators typically depends to a large extent on the bandwidth used in the kernel function. Another advantage is that it nests the EDF as a special case. We propose to extend the work of Boccanfuso et al. (2008) in two ways. First, we consider a larger set of parametric functions, including the 5 parameter generalized beta distribution and some of its special cases. Second, we use non-parametric kernel estimators and study their accuracy under different bandwidth selection schemes. Lastly, we provide Monte Carlo comparisons of the accuracy of these methods with the widely used EDF.
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- Chia, Ngee-Choon & Wahba, Sadek & Whalley, John, 1994. "Poverty-Reducing Targeting Programmes: A General Equilibrium Approach," Journal of African Economies, Centre for the Study of African Economies (CSAE), vol. 3(2), pages 309-38, October.
- Dorothée Boccanfuso & Bernard Decaluwé & Luc Savard, 2008. "Poverty, income distribution and CGE micro-simulation modeling: Does the functional form of distribution matter?," Journal of Economic Inequality, Springer, vol. 6(2), pages 149-184, June.
- Luc Savard, 2004.
"Poverty and Inequality Analysis within a CGE Framework: a Comparative Analysis of the Representative Agent and Micro-Simulation Approaches,"
Cahiers de recherche
- Luc Savard, 2005. "Poverty and Inequality Analysis within a CGE Framework: A Comparative Analysis of the Representative Agent and Microsimulation Approaches," Development Policy Review, Overseas Development Institute, vol. 23(3), pages 313-331, 05.
- Luc Savard, 2005. "Poverty and Inequality Analysis within a CGE Framework: A Comparative Analysis of the Representative Agent and Microsimulation Approaches," Post-Print hal-00813583, HAL.
- Qi Li & Jeffrey Scott Racine, 2006.
"Density Estimation, from Nonparametric Econometrics: Theory and Practice
[Nonparametric Econometrics: Theory and Practice]," Introductory Chapters, Princeton University Press.
- Bazlul Khondker & Mustafa Mujeri & Selim Raihan, 2006. "Welfare and Poverty Impacts of Tariff Reforms in Bangladesh: a General Equilibrium Approach," Working Papers MPIA 2006-05, PEP-MPIA.
- McDonald, James B. & Xu, Yexiao J., 1995.
"A generalization of the beta distribution with applications,"
Journal of Econometrics,
Elsevier, vol. 66(1-2), pages 133-152.
- McDonald, James B. & Xu, Yexiao J., 1995. "A generalization of the beta distribution with applications," Journal of Econometrics, Elsevier, vol. 69(2), pages 427-428, October.
- Foster, James & Greer, Joel & Thorbecke, Erik, 1984. "A Class of Decomposable Poverty Measures," Econometrica, Econometric Society, vol. 52(3), pages 761-66, May.
- Fabio Clementi & Mauro Gallegati & Giorgio Kaniadakis, 2010. "A model of personal income distribution with application to Italian data," Empirical Economics, Springer, vol. 39(2), pages 559-591, October.
- Kleiber, Christian, 1996. "Dagum vs. Singh-Maddala income distributions," Economics Letters, Elsevier, vol. 53(3), pages 265-268, December.
- Backiny-Yetna, Prospere & Adoho, Franck & Bouare, Issa & Briand, Virginie & Dabitao, Kassim & Gakou, Assa & Sommeiller, Estelle & Traore, Dramane & Tsimpo, Clarence & Wodon, Quentin, 2009.
"Tendance, profil et déterminants de la pauvreté au Mali de 2001 à 2006
[Poverty Trends and Determinants in Mali from 2001 to 2006]," MPRA Paper 27753, University Library of Munich, Germany.
- Prospère Backiny-Yetna & Franck Adoho & Issa Bouaré & Virginie Briand & Kassim Dabitao & Assa Gakou & Estelle Sommeiller & Dramane Traoré & Clarence Tsimpo & Quentin Wodon, 2009. "Tendance, profil et déterminants de la pauvreté au Mali de 2001 à 2006," Perspective Afrique, Association Africaine pour les Sciences sociales, vol. 4(1-3), pages 1-24.
- François Bourguignon & Amadéo Spadaro, 2005.
"Microsimulation as a tool for evaluating redistribution policies,"
PSE Working Papers
- François Bourguignon & Amedeo Spadaro, 2006. "Microsimulation as a tool for evaluating redistribution policies," Journal of Economic Inequality, Springer, vol. 4(1), pages 77-106, April.
- François Bourguignon & Amedeo Spadaro, 2006. "Microsimulation as a Tool for Evaluating Redistribution Policies," Working Papers 20, ECINEQ, Society for the Study of Economic Inequality.
- Thomas W. Hertel & Jeffrey J. Reimer, 2006.
"Predicting the Poverty Impacts of Trade Reform,"
QA - Rivista dell'Associazione Rossi-Doria,
Associazione Rossi Doria, issue 2, May.
- Thomas Hertel & Jeffrey Reimer, 2005. "Predicting the poverty impacts of trade reform," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 14(4), pages 377-405.
- Samuel Dastrup & Rachel Hartshorn & James McDonald, 2007. "The impact of taxes and transfer payments on the distribution of income: A parametric comparison," Journal of Economic Inequality, Springer, vol. 5(3), pages 353-369, December.
- Dorothée Boccanfuso & Luc Savard, 2011.
"The Food Crisis and its Impacts on Poverty in Senegal and Mali: Crossed Destinies,"
Development Policy Review,
Overseas Development Institute, vol. 29(2), pages 211-247, 03.
- Dorothée Boccanfuso & Luc Savard, 2008. "The Food Crisis and its Impacts on Poverty in Senegal and Mali: Crossed Destinies," Cahiers de recherche 08-20, Departement d'Economique de la Faculte d'administration à l'Universite de Sherbrooke, revised 08 May 2009.
- Dorothée BOCCANFUSO & Luc SAVARD, . "The Food Crisis and its Impacts on Poverty in Senegal and Mali: Crossed Destinies," EcoMod2009 21500015, EcoMod.
- Gourieroux, Christian & Holly, Alberto & Monfort, Alain, 1982. "Likelihood Ratio Test, Wald Test, and Kuhn-Tucker Test in Linear Models with Inequality Constraints on the Regression Parameters," Econometrica, Econometric Society, vol. 50(1), pages 63-80, January.
- Singh, S K & Maddala, G S, 1976. "A Function for Size Distribution of Incomes," Econometrica, Econometric Society, vol. 44(5), pages 963-70, September.
- John Cockburn, 2002.
"Trade Liberalisation and Poverty in Nepal A Computable General Equilibrium Micro Simulation Analysis,"
Economics Series Working Papers
WPS/2002-11, University of Oxford, Department of Economics.
- John Cockburn, 2002. "Trade Liberalisation and Poverty in Nepal: A Computable General Equilibrium Micro Simulation Analysis," CSAE Working Paper Series 2002-11, Centre for the Study of African Economies, University of Oxford.
- John Cockburn, 2004. "Trade Liberalisation and Poverty in Nepal A Computable General Equilibrium Micro Simulation Analysis," Development and Comp Systems 0409012, EconWPA.
- Shaohua Chen & Martin Ravallion, 2004. "Welfare Impacts of China's Accession to the World Trade Organization," World Bank Economic Review, World Bank Group, vol. 18(1), pages 29-57.
- Stifel, David C. & Thorbecke, Erik, 2003. "A dual-dual CGE model of an archetype African economy: trade reform, migration and poverty," Journal of Policy Modeling, Elsevier, vol. 25(3), pages 207-235, April.
- Salem, A B Z & Mount, T D, 1974. "A Convenient Descriptive Model of Income Distribution: The Gamma Density," Econometrica, Econometric Society, vol. 42(6), pages 1115-27, November.
- Sothea OUM, 2009. "Income Distribution and Poverty in a CGE Framework: A Proposed Methodology," Working Papers d021, Economic Research Institute for ASEAN and East Asia (ERIA).
- Bouezmarni, Taoufik & Scaillet, Olivier, 2005. "Consistency Of Asymmetric Kernel Density Estimators And Smoothed Histograms With Application To Income Data," Econometric Theory, Cambridge University Press, vol. 21(02), pages 390-412, April.
- Donald W. K. Andrews, 2000. "Inconsistency of the Bootstrap when a Parameter Is on the Boundary of the Parameter Space," Econometrica, Econometric Society, vol. 68(2), pages 399-406, March.
- Parker, Simon C., 1999. "The generalised beta as a model for the distribution of earnings," Economics Letters, Elsevier, vol. 62(2), pages 197-200, February.
- Taylor, Lance & Lysy, Frank J., 1979. "Vanishing income redistributions : Keynesian clues about model surprises in the short run," Journal of Development Economics, Elsevier, vol. 6(1), pages 11-29, February.
- B. Decaluwé & L. Savard & E. Thorbecke, 2005. "General Equilibrium Approach for Poverty Analysis: With an Application to Cameroon," African Development Review, African Development Bank, vol. 17(2), pages 213-243.
- McDonald, James B, 1984. "Some Generalized Functions for the Size Distribution of Income," Econometrica, Econometric Society, vol. 52(3), pages 647-63, May.
- Jean-Marc Montaud, 2003. "Dotations en capital et pauvreté des ménages au Burkina Faso : une analyse en Équilibre Général Calculable," Revue d’économie du développement, De Boeck Université, vol. 11(1), pages 43-71.
- Qi Li & Jeffrey Scott Racine, 2006. "Nonparametric Econometrics: Theory and Practice," Economics Books, Princeton University Press, edition 1, volume 1, number 8355.
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