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Using symbolic data in gravity model of population migration to reduce modifiable areal unit problem (MAUP)

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  • Justyna Wilk

Abstract

Spatial analyses suffer from modifiable areal unit problem (MAUP). This occurs while operating on aggregated data determined for high-level territorial units, e.g. official statistics for countries. Generalization process deprives the data of variation. Carrying out research excluding territorial distribution of a phenomenon affects the analysis results and reduces their reliability. The paper proposes to use symbolic data analysis (SDA) to reduce MAUP. SDA proposes an alternative form of individual data aggregation and deals with multivariate analysis of interval-valued, multi-valued and histogram data. The paper discusses the scale effect of MAUP which occurs in a gravity model of population migrations and shows how SDA can deal with this problem. Symbolic interval-valued data was used to determine the economic distance between regions which served as a separation function in the model. The proposed approach revealed that economic disparities in Poland are lower than official statistics show but they are still one of the most important factors of domestic migration flows.

Suggested Citation

  • Justyna Wilk, 2015. "Using symbolic data in gravity model of population migration to reduce modifiable areal unit problem (MAUP)," Statistics in Transition new series, Główny Urząd Statystyczny (Polska), vol. 16(2), pages 243-264, June.
    • Handle: RePEc:csb:stintr:v:16:y:2015:i:2:p:243-264
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    1. Ben Shepherd, 2012. "The Gravity Model of International Trade: A User Guide," ARTNeT Books and Research Reports, United Nations Economic and Social Commission for Asia and the Pacific (ESCAP), number brr11.
    2. Bertoli, Simone & Fernández-Huertas Moraga, Jesús, 2013. "Multilateral resistance to migration," Journal of Development Economics, Elsevier, vol. 102(C), pages 79-100.
    3. Justyna Wilk, 2012. "Symbolic approach in regional analyses," Statistics in Transition new series, Główny Urząd Statystyczny (Polska), vol. 13(3), pages 581-600, December.
    4. Manfred M. Fischer & Jinfeng Wang, 2011. "Spatial Data Analysis," SpringerBriefs in Regional Science, Springer, number 978-3-642-21720-3, March.
    5. James P. LeSage & R. Kelley Pace, 2008. "Spatial Econometric Modeling Of Origin‐Destination Flows," Journal of Regional Science, Wiley Blackwell, vol. 48(5), pages 941-967, December.
    6. Michel Beine & Simone Bertoli & Jesús Fernández-Huertas Moraga, 2016. "A Practitioners’ Guide to Gravity Models of International Migration," The World Economy, Wiley Blackwell, vol. 39(4), pages 496-512, April.
    7. 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.
    8. Michal Bernard Pietrzak & Justyna Wilk, 2014. "Economic distance in modeling spatial phenomena with the application of gravity model," Working Papers 4/2014, Institute of Economic Research, revised May 2014.
    9. Richard A. Easterlin, 1980. "Population and Economic Change in Developing Countries," NBER Books, National Bureau of Economic Research, Inc, number east80-1, March.
    10. M. R. Rosenzweig & Stark, O. (ed.), 1997. "Handbook of Population and Family Economics," Handbook of Population and Family Economics, Elsevier, edition 1, volume 1, number 1.
    11. Daniela BUNEA, 2012. "Modern Gravity Models of Internal Migration. The Case of Romania," Theoretical and Applied Economics, Asociatia Generala a Economistilor din Romania - AGER, vol. 0(4(569)), pages 127-144, April.
    12. Simone Bertoli & J. Fernandes-Huertas Moraga, 2013. "Multilateral resistance to migration," Post-Print halshs-00820169, HAL.
    13. Daniel A. Griffith & Manfred M. Fischer, 2016. "Constrained Variants of the Gravity Model and Spatial Dependence: Model Specification and Estimation Issues," Advances in Spatial Science, in: Roberto Patuelli & Giuseppe Arbia (ed.), Spatial Econometric Interaction Modelling, chapter 0, pages 37-66, Springer.
    14. Subrata Ghatak & Alan Mulhern & John Watson, 2008. "Inter‐Regional Migration in Transition Economies: The Case of Poland," Review of Development Economics, Wiley Blackwell, vol. 12(1), pages 209-222, February.
    15. Michal Bernard Pietrzak & Natalia Drzewoszewska & Justyna Wilk, 2012. "The Analysis of Interregional Migrations in Polandi n the Period of 2004-2010 using Panel Gravity Model," Dynamic Econometric Models, Uniwersytet Mikolaja Kopernika, vol. 12, pages 111-122.
    16. Michael Todaro, 1980. "Internal Migration in Developing Countries: A Survey," NBER Chapters, in: Population and Economic Change in Developing Countries, pages 361-402, National Bureau of Economic Research, Inc.
    17. Ashok Parikh & Michiel Van Leuvensteijn, 2002. "Internal Migration in Regions of Germany: A Panel Data Analysis," Economics Working Papers 012, European Network of Economic Policy Research Institutes.
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