Controlling For Heterogeneity And Asymmetry In Cross-Section Gravity Models Of Aggregate Migration: Evidence From Mexico
The standard gravity model of aggregate migration erroneously assumes homogeneity, quasi-symmetry, and (log) linearity. As a result, estimation of the model using, say, the convenient OLS estimator is plagued by omitted-variables and misspecification biases. This paper, therefore, presents estimates for a cross-section gravity model controlling for unobserved unilateral (origin-/destination-specific) and bilateral (flow-specific) effects. Individual slopes on the bilateral linkage factors have been included to account for potentially correlated heterogeneity in the bilateral dimension that is distinctively related to distance, contiguity, and previous migration (migrant stock), respectively. To implement the model, I use a novel â€šÃ„Ãºthree-wayâ€šÃ„Ã¹ fixed-effects type of Generalized Maximum Entropy estimator (FE-GME). The importance of fixed effects is demonstrated by comparing the FE-GME results with those obtained from OLS. The model is applied for an exploratory analysis of cross-sectional data on inter-state migration in Mexico during the period 1995-2000. It is found that accounting for unobserved heterogeneity in all three dimensions results in appreciably lower magnitudes of all coefficients (except the one on distance!), while most of them retain their statistical significance. Moreover, including bilateral fixed-effects is found to be instrumental in keeping with arbitrary heteroskedasticity, even if the gravity model is specified in its conventional double-log form.
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- Cole, William E. & Sanders, Richard D., 1983. "Interstate migration in Mexico : Variations on the Todaro theme," Journal of Development Economics, Elsevier, vol. 12(3), pages 341-354, June.
- Golan, Amos, 2007. "Information and entropy econometrics - volume overview and synthesis," Journal of Econometrics, Elsevier, vol. 138(2), pages 379-387, June.
- Combes, Pierre-Philippe & Duranton, Gilles & Gobillon, Laurent, 2004.
"Spatial Wage Disparities: Sorting Matters!,"
CEPR Discussion Papers
4240, C.E.P.R. Discussion Papers.
- Golan, Amos & Judge, George G. & Miller, Douglas, 1996. "Maximum Entropy Econometrics," Staff General Research Papers 1488, Iowa State University, Department of Economics.
- Quirino Paris & Richard E. Howitt, 1998. "An Analysis of Ill-Posed Production Problems Using Maximum Entropy," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 80(1), pages 124-138.
- Shioji, Etsuro, 2001. "Composition Effect of Migration and Regional Growth in Japan," Journal of the Japanese and International Economies, Elsevier, vol. 15(1), pages 29-49, March.
- James Raymer & Andrei Rogers, 2007. "Using age and spatial flow structures in the indirect estimation of migration streams," Demography, Springer, vol. 44(2), pages 199-223, May.
- Boucher, Steve & Stark, Oded & Taylor, J. Edward, 2005. "A Gain with a Drain? Evidence from Rural Mexico on the New Economics of the Brain Drain," Working Papers 190907, University of California, Davis, Department of Agricultural and Resource Economics.
- Thierry Warin & Andrew Blakely, 2009.
"Choice or Mimetism in the Decision to Migrate? A European Illustration,"
CIRANO Working Papers
- Warin Thierry & Blakely Andrew, 2012. "Choice or Mimetism in the Decision to Migrate? A European Illustration," Global Economy Journal, De Gruyter, vol. 12(2), pages 1-32, June.
- Laurent E. Calvet & Etienne Comon, 2000.
"Behavioral Heterogeneity and The Income Effect,"
Harvard Institute of Economic Research Working Papers
1892, Harvard - Institute of Economic Research.
- Bruder, Jana, 2003. "East-West Migration in Europe, 2004 - 2015," Thuenen-Series of Applied Economic Theory 40, University of Rostock, Institute of Economics.
- Dunlevy, James A, 1993. "Migrant Stock vs. Lagged Migrant Flow as a Determinant of Migrant Settlement: A Comment," Journal of Population Economics, Springer, vol. 6(2), pages 181-88, May.
- Cushing, Brian J, 1986. "Accounting for Spatial Relationships in Models of Interstate Population Migration," The Annals of Regional Science, Springer, vol. 20(2), pages 66-73, July.
- Bauer, Thomas & Epstein, Gil S & Gang, Ira, 2002.
"Herd Effects or Migration Networks? The Location Choice of Mexican Immigrants in the US,"
CEPR Discussion Papers
3505, C.E.P.R. Discussion Papers.
- Ira N. Gang & Thomas Bauer & Gil S. Epstein, 2002. "Herd Effects or Migration Networks? The Location Choice of Mexican Immigrants in the U.S," Departmental Working Papers 200216, Rutgers University, Department of Economics.
- Bauer, Thomas K. & Epstein, Gil S. & Gang, Ira N., 2002. "Herd Effects or Migration Networks? The Location Choice of Mexican Immigrants in the U.S," IZA Discussion Papers 551, Institute for the Study of Labor (IZA).
- Baier, Scott L. & Bergstrand, Jeffrey H., 2007.
"Do free trade agreements actually increase members' international trade?,"
Journal of International Economics,
Elsevier, vol. 71(1), pages 72-95, March.
- Scott L. Baier & Jeffrey H. Bergstrand, 2005. "Do free trade agreements actually increase members’ international trade?," Working Paper 2005-03, Federal Reserve Bank of Atlanta.
- Pedersen, Peder J. & Pytlikova, Mariola & Smith, Nina, 2008. "Selection and network effects--Migration flows into OECD countries 1990-2000," European Economic Review, Elsevier, vol. 52(7), pages 1160-1186, October.
- J. Ulyses Balderas & Michael Greenwood, 2010. "From Europe to the Americas: a comparative panel-data analysis of migration to Argentina, Brazil, and the United States, 1870–1910," Journal of Population Economics, Springer, vol. 23(4), pages 1301-1318, September.
- Taylor, J. Edward & Mora, Jorge & Adams, Richard H., Jr. & Lopez-Feldman, Alejandro, 2005.
"Remittances, Inequality and Poverty: Evidence from Rural Mexico,"
60287, University of California, Davis, Department of Agricultural and Resource Economics.
- Taylor, J. Edward & Mora, Jorge & Adams, Richard H., Jr., 2005. "Remittances, Inequality and Poverty: Evidence from Rural Mexico," 2005 Annual meeting, July 24-27, Providence, RI 19245, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
- Michael Greenwood & Jerry Ladman & Barry Siegel, 1981. "Long-Term Trends In Migratory Behavior In A Developing Country: The Case of Mexico," Demography, Springer, vol. 18(3), pages 369-388, August.
- Peter Mueser, 1989. "Measuring the impact of locational characteristics on migration: Interpreting cross-sectional analyses," Demography, Springer, vol. 26(3), pages 499-513, August.
- I-Hui Cheng & Howard J. Wall, 2005.
"Controlling for heterogeneity in gravity models of trade and integration,"
Federal Reserve Bank of St. Louis, issue Jan, pages 49-63.
- I-Hui Cheng & Howard J. Wall, 2004. "Controlling for heterogeneity in gravity models of trade and integration," Working Papers 1999-010, Federal Reserve Bank of St. Louis.
- Amos Golan & Esfandiar Maasoumi, 2008. "Information Theoretic and Entropy Methods: An Overview," Econometric Reviews, Taylor & Francis Journals, vol. 27(4-6), pages 317-328.
- P.A.V.B. Swamy & George S. Tavlas, 1993.
"Random coefficient models: theory and applications,"
Finance and Economics Discussion Series
93-14, Board of Governors of the Federal Reserve System (U.S.).
- Swamy, P A V B & Tavlas, George S, 1995. " Random Coefficient Models: Theory and Applications," Journal of Economic Surveys, Wiley Blackwell, vol. 9(2), pages 165-96, June.
- Jeremiah M. Allen & B. Curtis Eaton, 2005. "Incomplete Information and Migration: the Grass is Greener Across the Higher Fence," Journal of Regional Science, Wiley Blackwell, vol. 45(1), pages 1-19.
- Peter Egger, 2005. "Alternative Techniques for Estimation of Cross-Section Gravity Models," Review of International Economics, Wiley Blackwell, vol. 13(5), pages 881-891, November.
- Shen, Edward Z. & Perloff, Jeffrey M., 2001. "Maximum entropy and Bayesian approaches to the ratio problem," Journal of Econometrics, Elsevier, vol. 104(2), pages 289-313, September.
- Dunlevy, James A & Gemery, Henry A, 1977. "The Role of Migrant Stock and Lagged Migration in the Settlement Patterns of Nineteenth Century Immigrants," The Review of Economics and Statistics, MIT Press, vol. 59(2), pages 137-44, May.
- Schwartz, Aba, 1973. "Interpreting the Effect of Distance on Migration," Journal of Political Economy, University of Chicago Press, vol. 81(5), pages 1153-69, Sept.-Oct.
- Richard C. Jones, 2001. "Maquiladoras and U.S.-Bound Migration in Central Mexico," Growth and Change, Wiley Blackwell, vol. 32(2), pages 193-216.
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