IDEAS home Printed from https://ideas.repec.org/p/cgd/wpaper/539.html
   My bibliography  Save this paper

Migration from Developing Countries: Selection, Income Elasticity, and Simpson’s Paradox

Author

Listed:
  • Michael A. Clemens

    (Center for Global Development
    IZA Institute for Labor Economics)

  • Mariapia Mendola

    (Università degli Studi di Milano Bicocca
    IZA Institute for Labor Economics)

Abstract

How does immigration affect incomes in the countries migrants go to, and how do rising incomes shape emigration from the countries they leave? The answers depend on whether people who migrate have higher or lower productivity than people who do not migrate. Theory on this subject has long exceeded evidence. We present estimates of emigrant selection on both observed and unobserved determinants of income, from across the developing world. We use nationally representative survey data on 7,013 people making active, costly preparations to emigrate from 99 developing countries during 2010–2015. We model the relationship between these measures of selection and the income elasticity of migration. In low-income countries, people actively preparing to emigrate have 30 percent higher incomes than others overall, 14 percent higher incomes explained by observable traits such as schooling, and 12 percent higher incomes explained by unobservable traits. Within low-income countries the income elasticity of emigration demand is 0.23. The world’s poor collectively treat migration not as an inferior good, but as a normal good. Any negative effect of higher income on emigration within subpopulations can reverse in the aggregate, because the composition of subpopulations shifts as incomes rise—an instance of Simpson’s paradox.

Suggested Citation

  • Michael A. Clemens & Mariapia Mendola, 2020. "Migration from Developing Countries: Selection, Income Elasticity, and Simpson’s Paradox," Working Papers 539, Center for Global Development.
  • Handle: RePEc:cgd:wpaper:539
    as

    Download full text from publisher

    File URL: https://www.cgdev.org/publication/migration-developing-countries-selection-income-elasticity-and-simpsons-paradox?utm_source=repec&utm_medium=referral&utm_campaign=repec
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Molina Millán, Teresa & Macours, Karen & Maluccio, John A. & Tejerina, Luis, 2020. "Experimental long-term effects of early-childhood and school-age exposure to a conditional cash transfer program," Journal of Development Economics, Elsevier, vol. 143(C).
    2. Jules Gazeaud & Eric Mvukiyehe & Olivier Sterck, 2023. "Cash Transfers and Migration: Theory and Evidence from a Randomized Controlled Trial," The Review of Economics and Statistics, MIT Press, vol. 105(1), pages 143-157, January.
    3. Gharad Bryan & Shyamal Chowdhury & Ahmed Mushfiq Mobarak, 2014. "Underinvestment in a Profitable Technology: The Case of Seasonal Migration in Bangladesh," Econometrica, Econometric Society, vol. 82(5), pages 1671-1748, September.
    4. Cevat Giray Aksoy & Panu Poutvaara, 2019. "Refugees’ Self-selection into Europe: Who Migrates Where?," ifo Working Paper Series 289, ifo Institute - Leibniz Institute for Economic Research at the University of Munich.
    5. Ralph Rotte & Michael Vogler, 2000. "The effects of development on migration: Theoretical issues and new empirical evidence," Journal of Population Economics, Springer;European Society for Population Economics, vol. 13(3), pages 485-508.
    6. Clément Imbert & John Papp, 2020. "Short-term Migration, Rural Public Works, and Urban Labor Markets: Evidence from India," Journal of the European Economic Association, European Economic Association, vol. 18(2), pages 927-963.
    7. Dao, Thu Hien & Docquier, Frédéric & Parsons, Chris & Peri, Giovanni, 2018. "Migration and development: Dissecting the anatomy of the mobility transition," Journal of Development Economics, Elsevier, vol. 132(C), pages 88-101.
    8. Ran Abramitzky & Leah Platt Boustan & Katherine Eriksson, 2012. "Europe's Tired, Poor, Huddled Masses: Self-Selection and Economic Outcomes in the Age of Mass Migration," American Economic Review, American Economic Association, vol. 102(5), pages 1832-1856, August.
    9. 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.
    10. Marco Delogu & Frédéric Docquier & Joël Machado, 2018. "Globalizing labor and the world economy: the role of human capital," Journal of Economic Growth, Springer, vol. 23(2), pages 223-258, June.
    11. Manchin, Miriam & Orazbayev, Sultan, 2018. "Social networks and the intention to migrate," World Development, Elsevier, vol. 109(C), pages 360-374.
    12. Samuel Bazzi, 2017. "Wealth Heterogeneity and the Income Elasticity of Migration," American Economic Journal: Applied Economics, American Economic Association, vol. 9(2), pages 219-255, April.
    13. Christian Dustmann & Tommaso Frattini & Anna Rosso, 2015. "The Effect of Emigration from Poland on Polish Wages," Scandinavian Journal of Economics, Wiley Blackwell, vol. 117(2), pages 522-564, April.
    14. George Psacharopoulos & Harry Anthony Patrinos, 2018. "Returns to investment in education: a decennial review of the global literature," Education Economics, Taylor & Francis Journals, vol. 26(5), pages 445-458, September.
    15. Kaivan Munshi, 2020. "Social Networks and Migration," Annual Review of Economics, Annual Reviews, vol. 12(1), pages 503-524, August.
    16. Michael A. Clemens & Claudio E. Montenegro & Lant Pritchett, 2019. "The Place Premium: Bounding the Price Equivalent of Migration Barriers," The Review of Economics and Statistics, MIT Press, vol. 101(2), pages 201-213, May.
    17. Dustmann, Christian & Okatenko, Anna, 2014. "Out-migration, wealth constraints, and the quality of local amenities," Journal of Development Economics, Elsevier, vol. 110(C), pages 52-63.
    18. Jolliffe, Dean, 2002. "Whose Education Matters in the Determination of Household Income? Evidence from a Developing Country," Economic Development and Cultural Change, University of Chicago Press, vol. 50(2), pages 287-312, January.
    19. Hein de Haas & Mathias Czaika & Marie‐Laurence Flahaux & Edo Mahendra & Katharina Natter & Simona Vezzoli & María Villares‐Varela, 2019. "International Migration: Trends, Determinants, and Policy Effects," Population and Development Review, The Population Council, Inc., vol. 45(4), pages 885-922, December.
    20. Randall Akee, 2010. "Who Leaves? Deciphering Immigrant Self-Selection from a Developing Country," Economic Development and Cultural Change, University of Chicago Press, vol. 58(2), pages 323-344, January.
    21. Michael A. Clemens & Mariapia Mendola, 2020. "Migration from Developing Countries: Selection, Income Elasticity, and Simpson’s Paradox," Working Papers 539, Center for Global Development.
    22. Giambra, Samuele & McKenzie, David, 2021. "Self-employment and migration," World Development, Elsevier, vol. 141(C).
    23. 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.
    24. Mckenzie, David & Rapoport, Hillel, 2007. "Network effects and the dynamics of migration and inequality: Theory and evidence from Mexico," Journal of Development Economics, Elsevier, vol. 84(1), pages 1-24, September.
    25. Cansin Arslan & Jean-Christophe Dumont & Zovanga Kone & Yasser Moullan & Caglar Ozden & Christopher Parsons & Theodora Xenogiani, 2015. "A New Profile of Migrants in the Aftermath of the Recent Economic Crisis," OECD Social, Employment and Migration Working Papers 160, OECD Publishing.
    26. Orrenius, Pia M. & Zavodny, Madeline, 2005. "Self-selection among undocumented immigrants from Mexico," Journal of Development Economics, Elsevier, vol. 78(1), pages 215-240, October.
    27. Michael A. Clemens, 2014. "Does development reduce migration?," Chapters, in: Robert E.B. Lucas (ed.), International Handbook on Migration and Economic Development, chapter 6, pages 152-185, Edward Elgar Publishing.
    28. Yang, Dennis Tao, 1997. "Education and Off-Farm Work," Economic Development and Cultural Change, University of Chicago Press, vol. 45(3), pages 613-632, April.
    29. Tijan L. Bah & Cátia Batista, 2018. "Understanding willingness to migrate illegally: Evidence from a lab in the field experiment," NOVAFRICA Working Paper Series wp1803, Universidade Nova de Lisboa, Nova School of Business and Economics, NOVAFRICA.
    30. Dani Rodrik & Mark Rosenzweig (ed.), 2010. "Handbook of Development Economics," Handbook of Development Economics, Elsevier, edition 1, volume 5, number 6.
    31. Gordon H. Hanson, 2006. "Illegal Migration from Mexico to the United States," Journal of Economic Literature, American Economic Association, vol. 44(4), pages 869-924, December.
    32. John Gibson & David McKenzie & Steven Stillman, 2013. "Accounting for Selectivity and Duration-Dependent Heterogeneity When Estimating the Impact of Emigration on Incomes and Poverty in Sending Areas," Economic Development and Cultural Change, University of Chicago Press, vol. 61(2), pages 247-280.
    33. Jacob Mincer, 1958. "Investment in Human Capital and Personal Income Distribution," Journal of Political Economy, University of Chicago Press, vol. 66(4), pages 281-281.
    34. Spitzer, Yannay & Zimran, Ariell, 2018. "Migrant self-selection: Anthropometric evidence from the mass migration of Italians to the United States, 1907–1925," Journal of Development Economics, Elsevier, vol. 134(C), pages 226-247.
    35. Abowd, John M. & Freeman, Richard B. (ed.), 1991. "Immigration, Trade, and the Labor Market," National Bureau of Economic Research Books, University of Chicago Press, edition 1, number 9780226000954, December.
    36. Assunção, Juliano Junqueira & Carvalho, Leandro, 2013. "Financial Constraints, Endogenous Educational Choices and Self-Selection of Migrants," Brazilian Review of Econometrics, Sociedade Brasileira de Econometria - SBE, vol. 33(2), November.
    37. Cevat Giray Aksoy & Panu Poutvaara, 2019. "Refugees’ Self-selection into Europe: Who Migrates Where?," RF Berlin - CReAM Discussion Paper Series 1901, Rockwool Foundation Berlin (RF Berlin) - Centre for Research and Analysis of Migration (CReAM).
    38. A. D. Roy, 1951. "Some Thoughts On The Distribution Of Earnings," Oxford Economic Papers, Oxford University Press, vol. 3(2), pages 135-146.
    39. Robert E.B. Lucas (ed.), 2014. "International Handbook on Migration and Economic Development," Books, Edward Elgar Publishing, number 15465.
    40. 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..
    41. 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.
    42. McFadden, Daniel, 1974. "The measurement of urban travel demand," Journal of Public Economics, Elsevier, vol. 3(4), pages 303-328, November.
    43. Manuela Angelucci, 2015. "Migration and Financial Constraints: Evidence from Mexico," The Review of Economics and Statistics, MIT Press, vol. 97(1), pages 224-228, March.
    44. Frédéric Docquier & Giovanni Peri & Ilse Ruyssen, 2016. "The Cross-country Determinants of Potential and Actual Migration," World Scientific Book Chapters, in: The Economics of International Migration, chapter 12, pages 361-423, World Scientific Publishing Co. Pte. Ltd..
    45. John M. Abowd & Richard B. Freeman, 1991. "Immigration, Trade, and the Labor Market," NBER Books, National Bureau of Economic Research, Inc, number abow91-1, March.
    46. Hatton, Timothy J. & Williamson, Jeffrey G., 1998. "The Age of Mass Migration: Causes and Economic Impact," OUP Catalogue, Oxford University Press, number 9780195116519.
    47. 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.
    48. Cai, Shu, 2020. "Migration under liquidity constraints: Evidence from randomized credit access in China," Journal of Development Economics, Elsevier, vol. 142(C).
    49. Barry Chiswick, 1999. "Are Immigrants Favorably Self-Selected?," American Economic Review, American Economic Association, vol. 89(2), pages 181-185, May.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Pritchett, Lant, 2023. "Rely (only) on the rigorous evidence” is bad advice," LSE Research Online Documents on Economics 119818, London School of Economics and Political Science, LSE Library.
    2. Michael A. Clemens & Mariapia Mendola, 2020. "Migration from Developing Countries: Selection, Income Elasticity, and Simpson’s Paradox," Working Papers 539, Center for Global Development.
    3. Michel Beine & Michel Bierlaire & Frédéric Docquier, 2021. "New York, Abu Dhabi, London or Stay at Home? Using a Cross-Nested Logit Model to Identify Complex Substitution Patterns in Migration," LISER Working Paper Series 2021-01, Luxembourg Institute of Socio-Economic Research (LISER).
    4. Rasheed M. Abdul & Muhammed Ashiq Villanthenkodath & S. Shibinu, 2023. "Macroeconomic determinants of emigration from India to the United States," International Journal of Economic Policy Studies, Springer, vol. 17(1), pages 63-74, February.
    5. Müller, Tobias & Pannatier, Pia & Viarengo, Martina, 2023. "Labor market integration, local conditions and inequalities: Evidence from refugees in Switzerland," World Development, Elsevier, vol. 170(C).
    6. Esha Zaveri & Jason Russ & Amjad Khan & Richard Damania & Edoardo Borgomeo & Anders Jägerskog, 2021. "Ebb and Flow, Volume 1," World Bank Publications - Books, The World Bank Group, number 36089, December.
    7. Melissa Hidrobo & Valerie Mueller & Shalini Roy, 2022. "Cash transfers, migration, and gender norms," American Journal of Agricultural Economics, John Wiley & Sons, vol. 104(2), pages 550-568, March.
    8. Narcisse Cha'Ngom & Christoph Deuster & Frédéric Docquier & Joël Machado, 2023. "Selective Migration and Economic Development: A Generalized Approach," LISER Working Paper Series 2023-06, Luxembourg Institute of Socio-Economic Research (LISER).
    9. Clemens, Michael A., 2022. "Do Cash Transfers Deter Migration?," IZA Policy Papers 191, Institute of Labor Economics (IZA).
    10. Clemens, Michael A., 2021. "Violence, development, and migration waves: Evidence from Central American child migrant apprehensions," Journal of Urban Economics, Elsevier, vol. 124(C).
    11. Langella, Monica & Manning, Alan, 2021. "Income and the desire to migrate," LSE Research Online Documents on Economics 113875, London School of Economics and Political Science, LSE Library.
    12. Ran Abramitzky & Travis Baseler & Isabelle Sin, 2022. "How does persecution affect who migrates? We analyze migrants’ self-selection out of the USSR and its satellite states before and after the collapse of Communism using census microdata from the three ," Working Papers 22_07, Motu Economic and Public Policy Research.
    13. Jesús Fernández-Huertas Moraga, 2021. "Inmigración y políticas migratorias en España," Studies on the Spanish Economy eee2021-10, FEDEA.
    14. Michel Beine, 2020. "Age, Intentions and the Implicit Role of Out-Selection Factors of International Migration," CESifo Working Paper Series 8688, CESifo.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Parag Mahajan & Dean Yang, 2020. "Taken by Storm: Hurricanes, Migrant Networks, and US Immigration," American Economic Journal: Applied Economics, American Economic Association, vol. 12(2), pages 250-277, April.
    2. Djajic, Slobodan & Kirdar, Murat G. & Vinogradova, Alexandra, 2016. "Source-country earnings and emigration," Journal of International Economics, Elsevier, vol. 99(C), pages 46-67.
    3. Simon Winter, 2020. "“It’s the Economy, Stupid!”: On the Relative Impact of Political and Economic Determinants on Migration," Population Research and Policy Review, Springer;Southern Demographic Association (SDA), vol. 39(2), pages 207-252, April.
    4. Friebel, Guido & Manchin, Miriam & Mendola, Mariapia & Prarolo, Giovanni, 2018. "International Migration Intentions and Illegal Costs: Evidence from Africa-to-Europe Smuggling Routes," IZA Discussion Papers 11978, Institute of Labor Economics (IZA).
    5. 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.
    6. Lucas Guichard, 2020. "Self-selection of Asylum Seekers: Evidence From Germany," Demography, Springer;Population Association of America (PAA), vol. 57(3), pages 1089-1116, June.
    7. Ran Abramitzky & Leah Platt Boustan & Katherine Eriksson, 2012. "Europe's Tired, Poor, Huddled Masses: Self-Selection and Economic Outcomes in the Age of Mass Migration," American Economic Review, American Economic Association, vol. 102(5), pages 1832-1856, August.
    8. Gröger, André, 2021. "Easy come, easy go? Economic shocks, labor migration and the family left behind," Journal of International Economics, Elsevier, vol. 128(C).
    9. Ran Abramitzky & Leah Boustan, 2017. "Immigration in American Economic History," Journal of Economic Literature, American Economic Association, vol. 55(4), pages 1311-1345, December.
    10. Friebel, Guido & Manchin, Miriam & Mendola, Mariapia & Prarolo, Giovanni, 2018. "International Migration Intentions and Illegal Costs: Evidence Using Africa-to-Europe Smuggling Routes," CEPR Discussion Papers 13326, C.E.P.R. Discussion Papers.
    11. Spitzer, Yannay & Zimran, Ariell, 2018. "Migrant self-selection: Anthropometric evidence from the mass migration of Italians to the United States, 1907–1925," Journal of Development Economics, Elsevier, vol. 134(C), pages 226-247.
    12. Michael A. Clemens & Claudio Montenegro & Lant Pritchett, 2016. "Bounding the Price Equivalent of Migration Barriers," CID Working Papers 316, Center for International Development at Harvard University.
    13. Fernández-Huertas Moraga, Jesús, 2013. "Understanding different migrant selection patterns in rural and urban Mexico," Journal of Development Economics, Elsevier, vol. 103(C), pages 182-201.
    14. Mariapia Mendola, 2018. "Global evidence on prospective migrants from developing countries," Working Papers 387, University of Milano-Bicocca, Department of Economics, revised 19 Sep 2018.
    15. Monica Langella & Alan Manning, 2021. "Income and the desire to migrate," CEP Discussion Papers dp1794, Centre for Economic Performance, LSE.
    16. Bertoli, Simone & Moraga, Jesús Fernández-Huertas & Guichard, Lucas, 2020. "Rational inattention and migration decisions," Journal of International Economics, Elsevier, vol. 126(C).
    17. Aksoy, Cevat Giray & Poutvaara, Panu, 2021. "Refugees' and irregular migrants’ self-selection into Europe," Journal of Development Economics, Elsevier, vol. 152(C).
    18. Cevat Giray Aksoy & Panu Poutvaara, 2019. "Refugees' and Irregular Migrants' Self-Selection into Europe: Who Migrates Where?," CESifo Working Paper Series 7781, CESifo.
    19. Samuel Bazzi, 2017. "Wealth Heterogeneity and the Income Elasticity of Migration," American Economic Journal: Applied Economics, American Economic Association, vol. 9(2), pages 219-255, April.
    20. Moav, Omer & Gould, Eric, 2008. "When is "Too Much" Inequality Not Enough? The Selection of Israeli Emigrants," CEPR Discussion Papers 6955, C.E.P.R. Discussion Papers.

    More about this item

    JEL classification:

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

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:cgd:wpaper:539. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Publications Manager (email available below). General contact details of provider: https://edirc.repec.org/data/cgdevus.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.