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Counterfactual Spatial Distributions

  • Paul E. Carrillo

    ()

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

  • Jonathan Rothbaum

    ()

    (Development Research Group, The World Bank)

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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File URL: http://www.gwu.edu/~iiep/assets/docs/papers/Carrillo_IIEPWP_2014-5.pdf
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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
Contact details of provider: Web page: http://www.gwu.edu/~iiep/Email:


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  4. 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.
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  7. 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.
  8. O'Donnell, Owen & Nicolás, Ángel López & Van Doorslaer, Eddy, 2009. "Growing richer and taller: Explaining change in the distribution of child nutritional status during Vietnam's economic boom," Journal of Development Economics, Elsevier, vol. 88(1), pages 45-58, January.
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  10. Albrecht, James & Björklund, Anders & Vroman, Susan, 2001. "Is There a Glass Ceiling in Sweden?," IZA Discussion Papers 282, Institute for the Study of Labor (IZA).
  11. 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.
  12. 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.
  13. Nidardo, J. & Fortin, N. & Lemieux, T., 1994. "Labor Market Institutions and the Distribution of Wages, 1973-1992: A Semiparametric Approach," Papers 93-94-15, California Irvine - School of Social Sciences.
  14. Albrecht, James & van Vuuren, Aico & Vroman, Susan, 2009. "Counterfactual distributions with sample selection adjustments: Econometric theory and an application to the Netherlands," Labour Economics, Elsevier, vol. 16(4), pages 383-396, August.
  15. Bayer, Patrick & McMillan, Robert & Rueben, Kim S., 2004. "What drives racial segregation? New evidence using Census microdata," Journal of Urban Economics, Elsevier, vol. 56(3), pages 514-535, November.
  16. Diego Puga, 2009. "The magnitude and causes of agglomeration economies," Working Papers 2009-09, Instituto Madrileño de Estudios Avanzados (IMDEA) Ciencias Sociales.
  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. Rosenthal, Stuart S. & Strange, William C., 2001. "The Determinants of Agglomeration," Journal of Urban Economics, Elsevier, vol. 50(2), pages 191-229, September.
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