IDEAS home Printed from https://ideas.repec.org/p/fda/fdaddt/2014-03.html
   My bibliography  Save this paper

A practitioners' guide to gravity models of international migration

Author

Listed:
  • Michel Beine
  • Simone Bertoli
  • Jesús Fernández-Huertas Moraga

Abstract

The use of bilateral data for the analysis of international migration is at the same time a blessing and a curse. It is a blessing since the dyadic dimension of the data allows researchers to analyze many previously unaddressed questions in the literature. This paper reviews some of the recent studies using this type of data in a gravity framework in order to identify important factors affecting international migration ows. Our review demonstrates that considerable efforts have been conducted by many scholars and that overall we have a much better knowledge of the relevant determinants. Still, the use of bilateral data is also a curse. The methodological challenges that are implied by the use of this type of data are numerous and our paper covers some of the most significant ones. These include sound theoretical foundations, accounting for multilateral resistance to migration as well the choice of appropriate estimation techniques dealing with the nature of the migration data and with endogeneity concerns.

Suggested Citation

  • Michel Beine & Simone Bertoli & Jesús Fernández-Huertas Moraga, 2014. "A practitioners' guide to gravity models of international migration," Working Papers 2014-03, FEDEA.
    • Handle: RePEc:fda:fdaddt:2014-03
    as

    Download full text from publisher

    File URL: https://documentos.fedea.net/pubs/dt/2014/dt-2014-03.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Brücker, Herbert & Bertoli, Simone & Fernández-Huertas Moraga, Jesús, 2013. "The European Crisis and Migration to Germany: Expectations and the Diversion of Migration Flows," VfS Annual Conference 2013 (Duesseldorf): Competition Policy and Regulation in a Global Economic Order 79693, Verein für Socialpolitik / German Economic Association.
    2. Bertoli, Simone & Brücker, Herbert & Fernández-Huertas Moraga, Jesús, 2016. "The European crisis and migration to Germany," Regional Science and Urban Economics, Elsevier, vol. 60(C), pages 61-72.
    3. Head, Keith & Mayer, Thierry, 2014. "Gravity Equations: Workhorse,Toolkit, and Cookbook," Handbook of International Economics, in: Gopinath, G. & Helpman, . & Rogoff, K. (ed.), Handbook of International Economics, edition 1, volume 4, chapter 0, pages 131-195, Elsevier.
    4. Beine, Michel & Noël, Romain & Ragot, Lionel, 2014. "Determinants of the international mobility of students," Economics of Education Review, Elsevier, vol. 41(C), pages 40-54.
    5. Small, Kenneth A & Rosen, Harvey S, 1981. "Applied Welfare Economics with Discrete Choice Models," Econometrica, Econometric Society, vol. 49(1), pages 105-130, January.
    6. 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.
    7. Bertoli, Simone & Fernández-Huertas Moraga, Jesús, 2013. "Multilateral resistance to migration," Journal of Development Economics, Elsevier, vol. 102(C), pages 79-100.
    8. Michèle Belot & Sjef Ederveen, 2012. "Cultural barriers in migration between OECD countries," Journal of Population Economics, Springer;European Society for Population Economics, vol. 25(3), pages 1077-1105, July.
    9. Joan Llull, 2016. "Understanding international migration: evidence from a new dataset of bilateral stocks (1960–2000)," SERIEs: Journal of the Spanish Economic Association, Springer;Spanish Economic Association, vol. 7(2), pages 221-255, June.
    10. 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.
    11. Simone Bertoli & Jesus Fernández-Huertas Moraga, 2012. "Visa Policies, Networks and the Cliff at the Border," Working Papers 2012-12, FEDEA.
    12. 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.
    13. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    14. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521766555, September.
    15. Alícia Adserà & Mariola Pytliková, 2015. "The Role of Language in Shaping International Migration," Economic Journal, Royal Economic Society, vol. 125(586), pages 49-81, August.
    16. Michel Beine & Christopher Parsons, 2015. "Climatic Factors as Determinants of International Migration," Scandinavian Journal of Economics, Wiley Blackwell, vol. 117(2), pages 723-767, April.
    17. James E. Anderson, 2011. "The Gravity Model," Annual Review of Economics, Annual Reviews, vol. 3(1), pages 133-160, September.
    18. Bertoli, S. & Fernández-Huertas Moraga, J. & Ortega, F., 2013. "Crossing the border: Self-selection, earnings and individual migration decisions," Journal of Development Economics, Elsevier, vol. 101(C), pages 75-91.
    19. Krugman, Paul, 1995. "Increasing returns, imperfect competition and the positive theory of international trade," Handbook of International Economics, in: G. M. Grossman & K. Rogoff (ed.), Handbook of International Economics, edition 1, volume 3, chapter 24, pages 1243-1277, Elsevier.
    20. Erhan Artuç & Shubham Chaudhuri & John McLaren, 2010. "Trade Shocks and Labor Adjustment: A Structural Empirical Approach," American Economic Review, American Economic Association, vol. 100(3), pages 1008-1045, June.
    21. Harris, John R & Todaro, Michael P, 1970. "Migration, Unemployment & Development: A Two-Sector Analysis," American Economic Review, American Economic Association, vol. 60(1), pages 126-142, March.
    22. Pesaran, M. Hashem & Tosetti, Elisa, 2011. "Large panels with common factors and spatial correlation," Journal of Econometrics, Elsevier, vol. 161(2), pages 182-202, April.
    23. Michel Beine & Pauline Bourgeon & Jean‐Charles Bricongne, 2019. "Aggregate Fluctuations and International Migration," Scandinavian Journal of Economics, Wiley Blackwell, vol. 121(1), pages 117-152, January.
    24. Schmidheiny, Kurt & Brülhart, Marius, 2011. "On the equivalence of location choice models: Conditional logit, nested logit and Poisson," Journal of Urban Economics, Elsevier, vol. 69(2), pages 214-222, March.
    25. Bertoli, Simone & Fernández-Huertas Moraga, Jesús, 2015. "The size of the cliff at the border," Regional Science and Urban Economics, Elsevier, vol. 51(C), pages 1-6.
    26. 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.
    27. Tenreyro, Silvana, 2007. "On the trade impact of nominal exchange rate volatility," Journal of Development Economics, Elsevier, vol. 82(2), pages 485-508, March.
    28. Marchiori, Luca & Maystadt, Jean-François & Schumacher, Ingmar, 2012. "The impact of weather anomalies on migration in sub-Saharan Africa," Journal of Environmental Economics and Management, Elsevier, vol. 63(3), pages 355-374.
    29. J. M. C. Santos Silva & Silvana Tenreyro, 2006. "The Log of Gravity," The Review of Economics and Statistics, MIT Press, vol. 88(4), pages 641-658, November.
    30. M. Hashem Pesaran, 2006. "Estimation and Inference in Large Heterogeneous Panels with a Multifactor Error Structure," Econometrica, Econometric Society, vol. 74(4), pages 967-1012, July.
    31. Santos Silva, J.M.C. & Tenreyro, Silvana, 2011. "Further simulation evidence on the performance of the Poisson pseudo-maximum likelihood estimator," Economics Letters, Elsevier, vol. 112(2), pages 220-222, August.
    32. Michel Beine & Anna Boucher & Brian Burgoon & Mary Crock & Justin Gest & Michael Hiscox & Patrick McGovern & Hillel Rapoport & Joep Schaper & Eiko Thielemann, 2016. "Comparing Immigration Policies: An Overview from the IMPALA Database," International Migration Review, Wiley Blackwell, vol. 50(4), pages 827-863, December.
    33. 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.
    34. 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.
    35. repec:hal:wpspec:info:hdl:2441/dambferfb7dfprc9m01g1j1k2 is not listed on IDEAS
    36. 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.
    37. Dreher, Axel & Poutvaara, Panu, 2011. "Foreign Students and Migration to the United States," World Development, Elsevier, vol. 39(8), pages 1294-1307, August.
    38. 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.
    39. David McKenzie & Caroline Theoharides & Dean Yang, 2014. "Distortions in the International Migrant Labor Market: Evidence from Filipino Migration and Wage Responses to Destination Country Economic Shocks," American Economic Journal: Applied Economics, American Economic Association, vol. 6(2), pages 49-75, April.
    40. 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.
    41. Peter Arcidiacono & Robert A. Miller, 2011. "Conditional Choice Probability Estimation of Dynamic Discrete Choice Models With Unobserved Heterogeneity," Econometrica, Econometric Society, vol. 79(6), pages 1823-1867, November.
    42. repec:hal:spmain:info:hdl:2441/dambferfb7dfprc9m01g1j1k2 is not listed on IDEAS
    43. Kaivan Munshi, 2003. "Networks in the Modern Economy: Mexican Migrants in the U. S. Labor Market," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(2), pages 549-599.
    44. Simone Bertoli & J. Fernandes-Huertas Moraga, 2013. "Multilateral resistance to migration," Post-Print halshs-00820169, HAL.
    45. repec:hal:journl:peer-00796743 is not listed on IDEAS
    Full references (including those not matched with items on IDEAS)

    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. Brücker, Herbert & Bertoli, Simone & Fernández-Huertas Moraga, Jesús, 2013. "The European Crisis and Migration to Germany: Expectations and the Diversion of Migration Flows," VfS Annual Conference 2013 (Duesseldorf): Competition Policy and Regulation in a Global Economic Order 79693, Verein für Socialpolitik / German Economic Association.
    2. Bertoli, Simone & Brücker, Herbert & Fernández-Huertas Moraga, Jesús, 2016. "The European crisis and migration to Germany," Regional Science and Urban Economics, Elsevier, vol. 60(C), pages 61-72.
    3. Bertoli, Simone & Fernández-Huertas Moraga, Jesús, 2013. "Multilateral resistance to migration," Journal of Development Economics, Elsevier, vol. 102(C), pages 79-100.
    4. Nina Neubecker & Marcel Smolka & Anne Steinbacher, 2017. "Networks And Selection In International Migration To Spain," Economic Inquiry, Western Economic Association International, vol. 55(3), pages 1265-1286, July.
    5. Mauro Lanati & Alessandra Venturini, 2021. "Cultural change and the migration choice," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 157(4), pages 799-852, November.
    6. Simone Bertoli & Jesus Fernández-Huertas Moraga, 2012. "Visa Policies, Networks and the Cliff at the Border," Working Papers 2012-12, FEDEA.
    7. Djajic, Slobodan & Kirdar, Murat G. & Vinogradova, Alexandra, 2016. "Source-country earnings and emigration," Journal of International Economics, Elsevier, vol. 99(C), pages 46-67.
    8. 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.
    9. Romano Piras, 2017. "A long-run analysis of push and pull factors of internal migration in Italy. Estimation of a gravity model with human capital using homogeneous and heterogeneous approaches," Papers in Regional Science, Wiley Blackwell, vol. 96(3), pages 571-602, August.
    10. Bredtmann, Julia & Nowotny, Klaus & Otten, Sebastian, 2020. "Linguistic distance, networks and migrants’ regional location choice," Labour Economics, Elsevier, vol. 65(C).
    11. Isabelle Chort & Maëlys Rupelle, 2016. "Determinants of Mexico-U.S. Outward and Return Migration Flows: A State-Level Panel Data Analysis," Demography, Springer;Population Association of America (PAA), vol. 53(5), pages 1453-1476, October.
    12. Martin Guzi & Štěpán Mikula, 2022. "Reforms that keep you at home: The effects of economic transition on migration," Economics of Transition and Institutional Change, John Wiley & Sons, vol. 30(2), pages 289-310, April.
    13. Huaxin Wang-Lu & Octasiano Miguel Valerio Mendoza, 2022. "Job Prospects and Labour Mobility in China," Papers 2207.08282, arXiv.org, revised Sep 2022.
    14. Mathias Czaika & Christopher R. Parsons, 2017. "The Gravity of High-Skilled Migration Policies," Demography, Springer;Population Association of America (PAA), vol. 54(2), pages 603-630, April.
    15. Bogatzki, Tamara, 2021. "Heterogeneity in migration network effects across cultures," Discussion Papers, Research Unit: Migration, Integration, Transnationalization SP VI 2021-102, WZB Berlin Social Science Center.
    16. Brücker, Herbert, 2014. "Arbeitnehmerfreizügigkeit und Finanzkrise: Reagieren Migrationsströme tatsächlich nicht auf asymmetrische Schocks?," Beiträge zur Jahrestagung 2014 (Goettingen) 107395, Verein für Socialpolitik, Ausschuss für Wirtschaftssysteme und Institutionenökonomik.
    17. Albert MILLOGO & Ines TROJETTE & Nicolas PÉRIDY, 2021. "Are government policies efficient to regulate immigration? Evidence from France," Region et Developpement, Region et Developpement, LEAD, Universite du Sud - Toulon Var, vol. 53, pages 23-49.
    18. Mauro Lanati & Alessandra Venturini, 2017. "The Import of “cultural goods” and emigration: an unexplored relation," RSCAS Working Papers 2017/24, European University Institute.
    19. Vicente Royuela & Jessica Ordóñez, 2018. "Internal migration in a developing country: A panel data analysis of Ecuador (1982‐2010)," Papers in Regional Science, Wiley Blackwell, vol. 97(2), pages 345-367, June.
    20. Beverelli, Cosimo & Orefice, Gianluca, 2019. "Migration deflection: The role of Preferential Trade Agreements," Regional Science and Urban Economics, Elsevier, vol. 79(C).

    More about this item

    JEL classification:

    • F22 - International Economics - - International Factor Movements and International Business - - - International Migration
    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:fda:fdaddt:2014-03. 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: Carmen Arias (email available below). General contact details of provider: https://www.fedea.net .

    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.