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Controlling For Heterogeneity And Asymmetry In Cross-Section Gravity Models Of Aggregate Migration: Evidence From Mexico

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  • Ludo Peeters

Abstract

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 "three-way" 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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  • Ludo Peeters, 2011. "Controlling For Heterogeneity And Asymmetry In Cross-Section Gravity Models Of Aggregate Migration: Evidence From Mexico," ERSA conference papers ersa10p329, European Regional Science Association.
    • Handle: RePEc:wiw:wiwrsa:ersa10p329
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    1. Elizabeth Fussell & Douglas Massey, 2004. "The limits to cumulative causation: International migration from Mexican Urban Areas," Demography, Springer;Population Association of America (PAA), vol. 41(1), pages 151-171, February.
    2. James Raymer & Andrei Rogers, 2007. "Using age and spatial flow structures in the indirect estimation of migration streams," Demography, Springer;Population Association of America (PAA), vol. 44(2), pages 199-223, May.
    3. 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 of Labor Economics (IZA).
    4. Giovanni Peri & Francesc Ortega, 2009. "The Causes and Effects of International Migrations: Evidence from OECD Countries 1980-2005," Working Papers 78, University of California, Davis, Department of Economics.
    5. Taylor, J. Edward & Mora, Jorge & Adams, Richard H., Jr. & Lopez-Feldman, Alejandro, 2005. "Remittances, Inequality and Poverty: Evidence from Rural Mexico," Working Papers 60287, University of California, Davis, Department of Agricultural and Resource Economics.
    6. Amos Golan & Esfandiar Maasoumi, 2008. "Information Theoretic and Entropy Methods: An Overview," Econometric Reviews, Taylor & Francis Journals, vol. 27(4-6), pages 317-328.
    7. 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 137-144, May.
    8. Thierry Warin & Andrew Blakely, 2012. "Choice or Mimetism in the Decision to Migrate? A European Illustration," Global Economy Journal (GEJ), World Scientific Publishing Co. Pte. Ltd., vol. 12(2), pages 1-32, April.
    9. Ortega, Francesc & Peri, Giovanni, 2009. "The Causes and Effects of International Labor Mobility: Evidence from OECD Countries 1980-2005," MPRA Paper 19183, University Library of Munich, Germany.
    10. 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 165-196, June.
    11. Laurent Calvet & Etienne Comon, 2003. "Behavioral Heterogeneity and the Income Effect," The Review of Economics and Statistics, MIT Press, vol. 85(3), pages 653-669, August.
    12. I-Hui Cheng & Howard J. Wall, 2005. "Controlling for heterogeneity in gravity models of trade and integration," Review, Federal Reserve Bank of St. Louis, vol. 87(Jan), pages 49-63.
    13. Steve Boucher & Oded Stark & J. Edward Taylor, 2009. "A Gain with a Drain? Evidence from Rural Mexico on the New Economics of the Brain Drain," International Economic Association Series, in: János Kornai & László Mátyás & Gérard Roland (ed.), Corruption, Development and Institutional Design, chapter 6, pages 100-119, Palgrave Macmillan.
    14. Oded Stark, 2005. "The New Economics of the Brain Drain," World Economics, World Economics, 1 Ivory Square, Plantation Wharf, London, United Kingdom, SW11 3UE, vol. 6(2), pages 137-140, April.
    15. King, Jonathan, 1978. "Interstate Migration in Mexico," Economic Development and Cultural Change, University of Chicago Press, vol. 27(1), pages 83-101, October.
    16. 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.
    17. Jim Millington, 2000. "Migration and Age: The Effect of Age on Sensitivity to Migration Stimuli," Regional Studies, Taylor & Francis Journals, vol. 34(6), pages 521-533.
    18. 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.
    19. Cameron,A. Colin & Trivedi,Pravin K., 2005. "Microeconometrics," Cambridge Books, Cambridge University Press, number 9780521848053.
    20. Golan, Amos & Judge, George G. & Miller, Douglas, 1996. "Maximum Entropy Econometrics," Staff General Research Papers Archive 1488, Iowa State University, Department of Economics.
    21. 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.
    22. Ian Gordon & Roger Vickerman, 1982. "Opportunity, Preference and Constraint: an Approach to the Analysis of Metropolitan Migration," Urban Studies, Urban Studies Journal Limited, vol. 19(3), pages 247-261, August.
    23. Levy, Mildred B & Wadycki, Walter J, 1973. "The Influence of Family and Friends on Geographic Labor Mobility: An International Comparison," The Review of Economics and Statistics, MIT Press, vol. 55(2), pages 198-203, May.
    24. Benjamin Davis & Guy Stecklov & Paul Winters, 2002. "Domestic and International Migration from Rural Mexico: Disaggregating the effects of network structure and composition," Working Papers 02-13, Agricultural and Development Economics Division of the Food and Agriculture Organization of the United Nations (FAO - ESA).
    25. Francesc Ortega & Giovanni Peri, 2009. "The Causes and Effects of International Migrations: Evidence from OECD Countries 1980-2005," NBER Working Papers 14833, National Bureau of Economic Research, Inc.
    26. Dunlevy, James A, 1993. "Migrant Stock vs. Lagged Migrant Flow as a Determinant of Migrant Settlement: A Comment," Journal of Population Economics, Springer;European Society for Population Economics, vol. 6(2), pages 181-188, May.
    27. 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.
    28. Combes, Pierre-Philippe & Duranton, Gilles & Gobillon, Laurent, 2008. "Spatial wage disparities: Sorting matters!," Journal of Urban Economics, Elsevier, vol. 63(2), pages 723-742, March.
    29. Golan, Amos, 2007. "Information and entropy econometrics - volume overview and synthesis," Journal of Econometrics, Elsevier, vol. 138(2), pages 379-387, June.
    30. 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, February.
    31. Peter Mueser, 1989. "Measuring the impact of locational characteristics on migration: Interpreting cross-sectional analyses," Demography, Springer;Population Association of America (PAA), vol. 26(3), pages 499-513, August.
    32. 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;European Society for Population Economics, vol. 23(4), pages 1301-1318, September.
    33. Bruder, Jana, 2003. "East-West Migration in Europe, 2004 - 2015," Thuenen-Series of Applied Economic Theory 40, University of Rostock, Institute of Economics.
    34. Schwartz, Aba, 1973. "Interpreting the Effect of Distance on Migration," Journal of Political Economy, University of Chicago Press, vol. 81(5), pages 1153-1169, Sept.-Oct.
    35. 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.
    36. Schultz, T Paul, 1982. "Lifetime Migration within Educational Strata in Venezuela: Estimates of a Logistic Model," Economic Development and Cultural Change, University of Chicago Press, vol. 30(3), pages 559-593, April.
    37. Michael Greenwood & Jerry Ladman & Barry Siegel, 1981. "Long-Term Trends In Migratory Behavior In A Developing Country: The Case of Mexico," Demography, Springer;Population Association of America (PAA), vol. 18(3), pages 369-388, August.
    38. Richard C. Jones, 2001. "Maquiladoras and U.S.‐Bound Migration in Central Mexico," Growth and Change, Wiley Blackwell, vol. 32(2), pages 193-216.
    39. 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.
    40. Cushing, Brian J, 1986. "Accounting for Spatial Relationships in Models of Interstate Population Migration," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 20(2), pages 66-73, July.
    41. 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.
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