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Counterfactual Spatial Distributions

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Author Info

  • Paul E. Carrillo

    ()
    (Department of Economics/Institute for International Economic Policy, George Washington University)

  • Jonathan Rothbaum

    ()
    (Development Research Group, The World Bank)

Abstract

The influential contributions of DiNardo, Fortin, and Lemieux (1996), Firpo, Fortin, and Lemieux (2009), Machado and Mata (2005), and Donald, Green, and Paarsch (2000) provide researchers with a useful toolbox to estimate counterfactual distributions of scalar random variables. These techniques have been widely applied in the literature. Typically, the dependent variable of interest has been a scalar and little consideration has been given to spatial factors. In this paper we propose a simple method to construct the counterfactual distribution of the location of a variable across space. We apply the spatial counterfactual technique to assess 1) how much changes in individual characteristics of Hispanics in the Washington, DC, area account for changes in the distribution of their residential location choices, and 2) how changes in the average characteristics of shareholders account for changes in the spatial distribution of new firms in Quito, Ecuador.

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Bibliographic Info

Paper provided by The George Washington University, Institute for International Economic Policy in its series Working Papers with number 2014-05.

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Length: 36 pages
Date of creation: Mar 2014
Date of revision:
Handle: RePEc:gwi:wpaper:2014-05

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Keywords: Decomposition; Non-parametric Estimation;

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References

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  1. Mathias Dolls & Clemens Fuest & Andreas Peichl, 2010. "Automatic Stabilizers and Economic Crisis: US vs. Europe," Cologne Graduate School Working Paper Series 01-02, Cologne Graduate School in Management, Economics and Social Sciences.
  2. Nicodemo, Catia & Raya, Josep Maria, 2012. "Change in the distribution of house prices across Spanish cities," Regional Science and Urban Economics, Elsevier, vol. 42(4), pages 739-748.
  3. Carrillo, Paul & Yezer, Anthony, 2009. "Alternative measures of homeownership gaps across segregated neighborhoods," Regional Science and Urban Economics, Elsevier, vol. 39(5), pages 542-552, September.
  4. Thomas Lemieux, 2006. "Increasing Residual Wage Inequality: Composition Effects, Noisy Data, or Rising Demand for Skill?," American Economic Review, American Economic Association, vol. 96(3), pages 461-498, June.
  5. Stuart S. Rosenthal & William C. Strange, 1999. "Geography, Industrial Organization, and Agglomeration," Center for Policy Research Working Papers 14, Center for Policy Research, Maxwell School, Syracuse University.
  6. Jim Albrecht & Aico van Vuuren & Susan Vroman, 2007. "Counterfactual Distributions with Sample Selection Adjustments: Econometric Theory and an Application to the Netherlands," Working Papers gueconwpa~07-07-06, Georgetown University, Department of Economics.
  7. Dinardo, J. & Fortin, N.M. & Lemieux, T., 1994. "Labor Market Institutions and the Distribution of Wages, 1973-1992: a Semiparametric Approach," Cahiers de recherche 9406, Universite de Montreal, Departement de sciences economiques.
  8. John Bound & Michael Lovenheim & Sarah Turner, 2009. "Why Have College Completion Rates Declined? An Analysis of Changing Student Preparation and Collegiate Resources," NBER Working Papers 15566, National Bureau of Economic Research, Inc.
  9. Patrick Bayer & Robert McMillan & Kim Rueben, 2002. "What Drives Racial Segregation? New Evidence Using Census Microdata," Working Papers 02-26, Center for Economic Studies, U.S. Census Bureau.
  10. Carrillo, Paul E. & Pope, Jaren C., 2012. "Are homes hot or cold potatoes? The distribution of marketing time in the housing market," Regional Science and Urban Economics, Elsevier, vol. 42(1-2), pages 189-197.
  11. Binh Nguyen & James Albrecht & Susan Vroman & Daniel Westbrook, 2003. "A Quantile Regression Decomposition of Urban-Rural Inequality in Vietnam," Working Papers gueconwpa~03-03-31, Georgetown University, Department of Economics.
  12. Rosenthal, Stuart S. & Strange, William C., 2001. "The Determinants of Agglomeration," Journal of Urban Economics, Elsevier, vol. 50(2), pages 191-229, September.
  13. Diego Puga, 2009. "The magnitude and causes of agglomeration economies," Working Papers 2009-09, Instituto Madrileño de Estudios Avanzados (IMDEA) Ciencias Sociales.
  14. Owen O'Donnell & �ngel L�pez Nicol�s & Eddy van Doorslaer, 2007. "Growing richer and taller: Explaining Change in the Distribution of Child Nutritional Status during Vietnam’s Economic Boom," Tinbergen Institute Discussion Papers 07-008/3, Tinbergen Institute.
  15. Edward L. Glaeser & Joshua D. Gottlieb, 2009. "The Wealth of Cities: Agglomeration Economies and Spatial Equilibrium in the United States," Journal of Economic Literature, American Economic Association, vol. 47(4), pages 983-1028, December.
  16. James Albrecht & Anders Bjorklund & Susan Vroman, 2003. "Is There a Glass Ceiling in Sweden?," Journal of Labor Economics, University of Chicago Press, vol. 21(1), pages 145-177, January.
  17. Donald, Stephen G & Green, David A & Paarsch, Harry J, 2000. "Differences in Wage Distributions between Canada and the United States: An Application of a Flexible Estimator of Distribution Functions in the Presence of Covariates," Review of Economic Studies, Wiley Blackwell, vol. 67(4), pages 609-33, October.
  18. José Mata & José A. F. Machado, 2005. "Counterfactual decomposition of changes in wage distributions using quantile regression," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 20(4), pages 445-465.
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