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Crossing the Border: Self-selection, Earnings and Individual Migration Decisions

Author

Listed:
  • Simone Bertoli

    (Institute for Employment Research)

  • Jesus Fernandez-Huertas Moraga

    (Institute for Economic Analysis, CSIC)

  • Francesc Ortega

    (Universitat Pompeu Fabra)

Abstract

Many empirical studies on the determinants of international migration flows rely exclusively on macro data, and do not account for migrants' self-selection. We analyze a very interesting episode in international migration for which we are able to gather individual-level data covering all relevant countries, namely the exodus of Ecuadorians to Spain and the US in the aftermath of the economic collapse of 1999. Specifically, we produce selectioncorrected predictions of counterfactual individual earnings and use them to estimate a discrete-choice migration equation that allows for correlated errors across destinations and a rich structure of migration costs. We find that earnings significantly shape individual migration decisions, even in an episode in which Ecuadorians mostly chose Spain where earnings were lower than in the US, and they contribute to explaining the observed composition of migration flows. Moreover, our estimates show that changes in earnings at a particular destination have a larger effect on destination choice conditional on migration than on the scale of migration.

Suggested Citation

  • Simone Bertoli & Jesus Fernandez-Huertas Moraga & Francesc Ortega, 2010. "Crossing the Border: Self-selection, Earnings and Individual Migration Decisions," RF Berlin - CReAM Discussion Paper Series 1011, Rockwool Foundation Berlin (RF Berlin) - Centre for Research and Analysis of Migration (CReAM).
  • Handle: RePEc:crm:wpaper:1011
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    as
    1. 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.
    2. John Kennan & James R. Walker, 2011. "The Effect of Expected Income on Individual Migration Decisions," Econometrica, Econometric Society, vol. 79(1), pages 211-251, January.
    3. Bertoli, Simone & Fernández-Huertas Moraga, Jesús, 2013. "Multilateral resistance to migration," Journal of Development Economics, Elsevier, vol. 102(C), pages 79-100.
    4. Michèle V. K. Belot & Timothy J. Hatton, 2012. "Immigrant Selection in the OECD," Scandinavian Journal of Economics, Wiley Blackwell, vol. 114(4), pages 1105-1128, December.
    5. Catia Batista, 2008. "Why Doesn't Labor Flow from Poor to Rich Countries? Micro Evidence from the European Integration Experience," Economics Series Working Papers 402, University of Oxford, Department of Economics.
    6. Simone Bertoli & Jesus Fernandez-Huertas Moraga & Francesc Ortega, 2011. "Immigration Policies and the Ecuadorian Exodus," The World Bank Economic Review, World Bank, vol. 25(1), pages 57-76, March.
    7. Gordon H. Hanson, 2008. "International Migration and Development," World Bank Publications - Books, The World Bank Group, number 28016, December.
    8. Dubin, Jeffrey A & McFadden, Daniel L, 1984. "An Econometric Analysis of Residential Electric Appliance Holdings and Consumption," Econometrica, Econometric Society, vol. 52(2), pages 345-362, March.
    9. Philippe De Vreyer & Flore Gubert & François Roubaud, 2010. "Migration, Self-selection and Returns to Education in the WAEMU," Journal of African Economies, Centre for the Study of African Economies, vol. 19(1), pages 52-87, January.
    10. Jesúús Fernández-Huertas Moraga, 2011. "New Evidence on Emigrant Selection," The Review of Economics and Statistics, MIT Press, vol. 93(1), pages 72-96, February.
    11. Herriges, Joseph A. & Kling, Catherine L., 1996. "Testing the consistency of nested logit models with utility maximization," Economics Letters, Elsevier, vol. 50(1), pages 33-39, January.
    12. David McKenzie & Hillel Rapoport, 2010. "Self-Selection Patterns in Mexico-U.S. Migration: The Role of Migration Networks," The Review of Economics and Statistics, MIT Press, vol. 92(4), pages 811-821, November.
    13. Gordon H Hanson & Craig McIntosh, 2010. "The Great Mexican Emigration," The Review of Economics and Statistics, MIT Press, vol. 92(4), pages 798-810, November.
    14. Ruud H. Koning & Geert Ridder, 2003. "Discrete choice and stochastic utility maximization," Econometrics Journal, Royal Economic Society, vol. 6(1), pages 1-27, June.
    15. Gordon H. Hanson & Craig McIntosh, 2012. "Birth Rates and Border Crossings: Latin American Migration to the US, Canada, Spain and the UK," Economic Journal, Royal Economic Society, vol. 122(561), pages 707-726, June.
    16. Libertad Gonzalez & Francesc Ortega, 2008. "How do Very Open Economies Absorb Large Immigration Flows? Recent Evidence from Spanish Regions," Development Working Papers 248, Centro Studi Luca d'Agliano, University of Milano.
    17. repec:adr:anecst:y:2010:i:97-98:p:12 is not listed on IDEAS
    18. Beine, Michel & Docquier, Frédéric & Özden, Çaglar, 2011. "Diasporas," Journal of Development Economics, Elsevier, vol. 95(1), pages 30-41, May.
    19. Larry A. Sjaastad, 1970. "The Costs and Returns of Human Migration," Palgrave Macmillan Books, in: Harry W. Richardson (ed.), Regional Economics, chapter 9, pages 115-133, Palgrave Macmillan.
    20. 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.
    21. Ximena Clark & Timothy J. Hatton & Jeffrey G. Williamson, 2007. "Explaining U.S. Immigration, 1971-1998," The Review of Economics and Statistics, MIT Press, vol. 89(2), pages 359-373, May.
    22. David McKenzie & John Gibson & Steven Stillman, 2010. "How Important Is Selection? Experimental vs. Non-Experimental Measures of the Income Gains from Migration," Journal of the European Economic Association, MIT Press, vol. 8(4), pages 913-945, June.
    23. Lee, Lung-Fei, 1983. "Generalized Econometric Models with Selectivity," Econometrica, Econometric Society, vol. 51(2), pages 507-512, March.
    24. Falaris, Evangelos M, 1987. "A Nested Logit Migration Model with Selectivity," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 28(2), pages 429-443, June.
    25. Chiswick, Barry R, 1978. "The Effect of Americanization on the Earnings of Foreign-born Men," Journal of Political Economy, University of Chicago Press, vol. 86(5), pages 897-921, October.
    26. Michael Clemens & Claudio Montenegro & Lant Pritchett, 2008. "The Place Premium: Wage Differences for Identical Workers across the U.S. Border," Working Papers 148, Center for Global Development.
    27. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    28. Daniel Chiquiar & Gordon H. Hanson, 2005. "International Migration, Self-Selection, and the Distribution of Wages: Evidence from Mexico and the United States," Journal of Political Economy, University of Chicago Press, vol. 113(2), pages 239-281, April.
    29. Simone Bertoli, 2010. "Networks, Sorting and Self-selection of Ecuadorian Migrants," Annals of Economics and Statistics, GENES, issue 97-98, pages 261-288.
    30. George J. Borjas, 2021. "Assimilation, Changes in Cohort Quality, and the Earnings of Immigrants," World Scientific Book Chapters, in: Foundational Essays in Immigration Economics, chapter 2, pages 3-29, World Scientific Publishing Co. Pte. Ltd..
    31. Dean Yang, 2006. "Why Do Migrants Return to Poor Countries? Evidence from Philippine Migrants' Responses to Exchange Rate Shocks," The Review of Economics and Statistics, MIT Press, vol. 88(4), pages 715-735, November.
    32. Mr. Luis Ignacio Jácome, 2004. "The Late 1990's Financial Crisis in Ecuador: Institutional Weaknesses, Fiscal Rigidities, and Financial Dollarization At Work," IMF Working Papers 2004/012, International Monetary Fund.
    33. Borsch-Supan, Axel, 1990. "On the compatibility of nested logit models with utility maximization," Journal of Econometrics, Elsevier, vol. 43(3), pages 373-388, March.
    34. François Bourguignon & Martin Fournier & Marc Gurgand, 2007. "Selection Bias Corrections Based On The Multinomial Logit Model: Monte Carlo Comparisons," Journal of Economic Surveys, Wiley Blackwell, vol. 21(1), pages 174-205, February.
    35. 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.
    36. Patrick Bayer & Shakeeb Khan & Christopher Timmins, 2008. "Nonparametric Identification and Estimation in a Generalized Roy Model," NBER Working Papers 13949, National Bureau of Economic Research, Inc.
    37. Gordon B. Dahl, 2002. "Mobility and the Return to Education: Testing a Roy Model with Multiple Markets," Econometrica, Econometric Society, vol. 70(6), pages 2367-2420, November.
    38. Mr. Fabian Valencia & Mr. Luc Laeven, 2008. "Systemic Banking Crises: A New Database," IMF Working Papers 2008/224, International Monetary Fund.
    39. Bayer, Patrick & Keohane, Nathaniel & Timmins, Christopher, 2009. "Migration and hedonic valuation: The case of air quality," Journal of Environmental Economics and Management, Elsevier, vol. 58(1), pages 1-14, July.
    40. Philippe De Vreyer & Flore Gubert & François Roubaud, 2010. "Migration, Self-selection and Returns to Education in the WAEMU," Journal of African Economies, Centre for the Study of African Economies, vol. 19(1), pages 52-87, January.
    41. Bayer, Patrick & Khan, Shakeeb & Timmins, Christopher, 2011. "Nonparametric Identification and Estimation in a Roy Model With Common Nonpecuniary Returns," Journal of Business & Economic Statistics, American Statistical Association, vol. 29(2), pages 201-215.
    42. Evangelos M. Falaris, 1988. "Migration and Wages of Young Men," Journal of Human Resources, University of Wisconsin Press, vol. 23(4), pages 514-534.
    43. World Bank, 2008. "World Development Indicators 2008," World Bank Publications - Books, The World Bank Group, number 28241, December.
    44. A. D. Roy, 1951. "Some Thoughts On The Distribution Of Earnings," Oxford Economic Papers, Oxford University Press, vol. 3(2), pages 135-146.
    45. World Bank, 2008. "World Development Indicators 2008," World Bank Publications - Books, The World Bank Group, number 11855, December.
    46. Dean Yang, 2006. "Why Do Migrants Return to Poor Countries? Evidence From Philippine Migrants%u2019 Responses to Exchange Rate Shocks," NBER Working Papers 12396, National Bureau of Economic Research, Inc.
    47. George J. Borjas, 2021. "Self-Selection and the Earnings of Immigrants," World Scientific Book Chapters, in: Foundational Essays in Immigration Economics, chapter 4, pages 69-91, World Scientific Publishing Co. Pte. Ltd..
    48. François Bourguignon & Martin Fournier & Marc Gurgand, 2002. "Selection Bias Correction Based on the Multinomial Logit Model," Working Papers 2002-04, Center for Research in Economics and Statistics.
    49. Anna Mayda, 2010. "International migration: a panel data analysis of the determinants of bilateral flows," Journal of Population Economics, Springer;European Society for Population Economics, vol. 23(4), pages 1249-1274, September.
    50. González, Libertad & Ortega, Francesc, 2011. "How do very open economies adjust to large immigration flows? Evidence from Spanish regions," Labour Economics, Elsevier, vol. 18(1), pages 57-70, January.
    51. Hanson, Gordon H., 2010. "International Migration and the Developing World," Handbook of Development Economics, in: Dani Rodrik & Mark Rosenzweig (ed.), Handbook of Development Economics, edition 1, volume 5, chapter 0, pages 4363-4414, Elsevier.
    52. Hamermesh, Daniel S. & Donald, Stephen G., 2008. "The effect of college curriculum on earnings: An affinity identifier for non-ignorable non-response bias," Journal of Econometrics, Elsevier, vol. 144(2), pages 479-491, June.
    53. Clark, Ximena & Hatton, Timothy J. & Williamson, Jeffrey G., 2004. "Explaining U.S. immigration, 1971-98," Policy Research Working Paper Series 3252, The World Bank.
    54. Grogger, Jeffrey & Hanson, Gordon H., 2011. "Income maximization and the selection and sorting of international migrants," Journal of Development Economics, Elsevier, vol. 95(1), pages 42-57, May.
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    More about this item

    Keywords

    international migration; self-selection; earnings; individual-level data;
    All these keywords.

    JEL classification:

    • F22 - International Economics - - International Factor Movements and International Business - - - International Migration
    • O15 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Economic Development: Human Resources; Human Development; Income Distribution; Migration
    • J61 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Geographic Labor Mobility; Immigrant Workers
    • D33 - Microeconomics - - Distribution - - - Factor Income Distribution

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