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Gravity models of interprovincial migration flows in Canada with hierarchical multifactor structure

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  • Laura Serlenga

    (University of Bari)

  • Yongcheol Shin

    (University of York)

Abstract

Following recent contributions on migration flows, we contribute to the literature by relaxing restrictions on how multilateral resistance to migration (MRM) may affect province-pair-specific migration flows. We follow recent advancements in the three-dimensional (3D) panel data models with a hierarchical multifactor structure and develop the more flexible specification for MRM. In addition to including unobserved global (country) factors with province-pair-specific coefficients, we can control for local origin (destination)-specific factors that have heterogeneous effects on destinations (origins). We apply the 3DCCE estimator advanced by Kapetanios et al. (J Econom, 2020) to an analysis of the determinants of interprovincial migration flows in Canada from 1976 to 2014. In particular, we find that the recent rise in the internal migration flows, registered in Canada from 2009 onwards, is more likely to be associated with the relative income inequality and network presence rather than the conventional long-run determinants such as income and unemployment differentials.

Suggested Citation

  • Laura Serlenga & Yongcheol Shin, 2021. "Gravity models of interprovincial migration flows in Canada with hierarchical multifactor structure," Empirical Economics, Springer, vol. 60(1), pages 365-390, January.
    • Handle: RePEc:spr:empeco:v:60:y:2021:i:1:d:10.1007_s00181-020-01938-9
    DOI: 10.1007/s00181-020-01938-9
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    1. McFadden, Daniel L., 1984. "Econometric analysis of qualitative response models," Handbook of Econometrics, in: Z. Griliches† & M. D. Intriligator (ed.), Handbook of Econometrics, edition 1, volume 2, chapter 24, pages 1395-1457, Elsevier.
    2. Deepti Goel & Kevin Lang, 2019. "Social Ties and the Job Search of Recent Immigrants," ILR Review, Cornell University, ILR School, vol. 72(2), pages 355-381, March.
    3. Hausman, Jerry A & Taylor, William E, 1981. "Panel Data and Unobservable Individual Effects," Econometrica, Econometric Society, vol. 49(6), pages 1377-1398, November.
    4. Serge Coulombe & Jean-Francois Tremblay, 2009. "Migration and Skills Disparities across the Canadian Provinces," Regional Studies, Taylor & Francis Journals, vol. 43(1), pages 5-18.
    5. Alexander Chudik & M. Hashem Pesaran & Elisa Tosetti, 2011. "Weak and strong cross‐section dependence and estimation of large panels," Econometrics Journal, Royal Economic Society, vol. 14(1), pages 45-90, February.
    6. 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.
    7. Francis Teal & Markus Eberhardt, 2010. "Productivity Analysis in Global Manufacturing Production," Economics Series Working Papers 515, University of Oxford, Department of Economics.
    8. 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.
    9. Roberto Patuelli & Giuseppe Arbia (ed.), 2016. "Spatial Econometric Interaction Modelling," Advances in Spatial Science, Springer, number 978-3-319-30196-9, december.
    10. Syed Basher & S. Fachin, 2008. "The long-term decline of internal migration in Canada: the case of Ontario," Letters in Spatial and Resource Sciences, Springer, vol. 1(2), pages 171-181, December.
    11. Eberhardt, Markus & Teal, Francis, 2008. "Modeling technology and technological change in manufacturing: how do countries differ?," MPRA Paper 10690, University Library of Munich, Germany.
    12. Basher, Syed A. & Fachin, Stefano, 2008. "The long-term decline of internal migration in Canada – Ontario as a case study," MPRA Paper 6685, University Library of Munich, Germany.
    13. 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.
    14. Serge Coulombe, 2006. "Internal Migration, Asymmetric Shocks, and Interprovincial Economic Adjustments in Canada," International Regional Science Review, , vol. 29(2), pages 199-223, April.
    15. James E. Anderson & Eric van Wincoop, 2003. "Gravity with Gravitas: A Solution to the Border Puzzle," American Economic Review, American Economic Association, vol. 93(1), pages 170-192, March.
    16. Deepti Goel & Kevin Lang, 2009. "Social Ties and the Job Search of Recent Immigrants," NBER Working Papers 15186, National Bureau of Economic Research, Inc.
    17. James P. LeSage & Carlos Llano, 2016. "A Spatial Interaction Model with Spatially Structured Origin and Destination Effects," Advances in Spatial Science, in: Roberto Patuelli & Giuseppe Arbia (ed.), Spatial Econometric Interaction Modelling, chapter 0, pages 171-197, Springer.
    18. Michel Beine & Serge Coulombe, 2018. "Immigration and internal mobility in Canada," Journal of Population Economics, Springer;European Society for Population Economics, vol. 31(1), pages 69-106, January.
    19. 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..
    20. Dani Rodrik & Mark Rosenzweig (ed.), 2010. "Handbook of Development Economics," Handbook of Development Economics, Elsevier, edition 1, volume 5, number 6.
    21. Baltagi, Badi H. & Egger, Peter & Pfaffermayr, Michael, 2003. "A generalized design for bilateral trade flow models," Economics Letters, Elsevier, vol. 80(3), pages 391-397, September.
    22. Baltagi, Badi H., 2015. "The Oxford Handbook of Panel Data," OUP Catalogue, Oxford University Press, number 9780199940042.
    23. Timo Mitze, 2016. "On the Mutual Dynamics of Interregional Gross Migration Flows in Space and Time," Advances in Spatial Science, in: Roberto Patuelli & Giuseppe Arbia (ed.), Spatial Econometric Interaction Modelling, chapter 0, pages 415-439, Springer.
    24. Brown, W. Mark & Macdonald, Ryan, 2015. "Provincial Convergence and Divergence in Canada, 1926 to 2011," Economic Analysis (EA) Research Paper Series 2015096e, Statistics Canada, Analytical Studies Branch.
    25. Camilla Mastromarco & Laura Serlenga & Yongcheol Shin, 2016. "Multilateral Resistance and the Euro Effects on Trade Flows," Advances in Spatial Science, in: Roberto Patuelli & Giuseppe Arbia (ed.), Spatial Econometric Interaction Modelling, chapter 0, pages 253-278, Springer.
    26. Manish Pandey & James Townsend, 2011. "Quantifying the Effects of the Provincial Nominee Programs," Canadian Public Policy, University of Toronto Press, vol. 37(4), pages 495-512, December.
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    Cited by:

    1. Foubert, Killian & Ruyssen, Ilse, 2024. "Global migration and the role of terrorist attacks," Journal of Economic Behavior & Organization, Elsevier, vol. 220(C), pages 507-530.
    2. Qi Li & Vasilis Sarafidis & Joakim Westerlund, 2021. "Essays in honor of Professor Badi H Baltagi," Empirical Economics, Springer, vol. 60(1), pages 1-11, January.
    3. Klöcker, J.A. & Daumann, F., 2023. "What drives migration to Germany? A panel data analysis," Research in Economics, Elsevier, vol. 77(2), pages 251-264.
    4. Li, Qi & Sarafidis, Vasilis & Westerlund, Joakim, 2020. "Essays in Honor of Professor Badi H Baltagi: Editorial," MPRA Paper 104751, University Library of Munich, Germany.
    5. Nusrate Aziz & Ahmed Aziz & Gerry Mahar, 2023. "Role of Provincial Migration and Immigration in Provincial Trade of Canada," JRFM, MDPI, vol. 16(7), pages 1-23, July.
    6. Emmanuel Apergis & Nicholas Apergis, 2022. "Reverse Immigration Effects for Expatriates in Oman During the COVID-19 Pandemic Shock," International Advances in Economic Research, Springer;International Atlantic Economic Society, vol. 28(1), pages 19-37, May.

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    More about this item

    Keywords

    Multilateral resistance to migration cross section dependence; Multi-dimensional panel data models; Unobserved global and local factors; Interprovincial migration;
    All these keywords.

    JEL classification:

    • C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General
    • C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models
    • F14 - International Economics - - Trade - - - Empirical Studies of Trade
    • F45 - International Economics - - Macroeconomic Aspects of International Trade and Finance - - - Macroeconomic Issues of Monetary Unions

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