IDEAS home Printed from https://ideas.repec.org/a/gam/jecomi/v13y2025i1p17-d1564706.html
   My bibliography  Save this article

Predicting Convergence of Per Capita Income in Spain: A Markov and Cluster Approach

Author

Listed:
  • José F. Gálvez-Rodríguez

    (Department of Mathematics, University of Almería, 04120 Almería, Spain)

  • Miguel Manzano-Hidalgo

    (Department of Mathematics, University of Almería, 04120 Almería, Spain)

  • Amelia V. García-Luengo

    (Department of Mathematics, University of Almería, 04120 Almería, Spain)

Abstract

In this work we analyze the evolution of productivity, in terms of the convergence of per capita income, of all the Spanish provinces, based on data from the previous decade. On the one hand, a cluster analysis allows us to group the Spanish provinces according to four income levels (low, medium-low, medium-high and high), which can be determined from the quartiles of the distribution, and, on the other hand, Markov chains make it possible to study the long-term evolution of productivity and convergence between the provinces, as well as the speed of convergence towards the equilibrium situation. Moreover, we can obtain the average time to return to an income level in which a province was previously. With the above, predictions of future income levels are made for the provinces, both in the current situation, and if the pandemic caused by COVID-19 had not existed, which leads us to evaluate the impact of the health emergency.

Suggested Citation

  • José F. Gálvez-Rodríguez & Miguel Manzano-Hidalgo & Amelia V. García-Luengo, 2025. "Predicting Convergence of Per Capita Income in Spain: A Markov and Cluster Approach," Economies, MDPI, vol. 13(1), pages 1-16, January.
  • Handle: RePEc:gam:jecomi:v:13:y:2025:i:1:p:17-:d:1564706
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2227-7099/13/1/17/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2227-7099/13/1/17/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Michał Gostkowski & Tomasz Rokicki & Luiza Ochnio & Grzegorz Koszela & Kamil Wojtczuk & Marcin Ratajczak & Hubert Szczepaniuk & Piotr Bórawski & Aneta Bełdycka-Bórawska, 2021. "Clustering Analysis of Energy Consumption in the Countries of the Visegrad Group," Energies, MDPI, vol. 14(18), pages 1-25, September.
    2. Fingleton, Bernard, 1997. "Specification and Testing of Markov Chain Models: An Application to Convergence in the European Union," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 59(3), pages 385-403, August.
    3. Shorrocks, A F, 1978. "The Measurement of Mobility," Econometrica, Econometric Society, vol. 46(5), pages 1013-1024, September.
    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. Julie Le Gallo, 2004. "Space-Time Analysis of GDP Disparities among European Regions: A Markov Chains Approach," International Regional Science Review, , vol. 27(2), pages 138-163, April.
    2. Maarten Bosker & Waldo Krugell, 2008. "Regional Income Evolution In South Africa After Apartheid," Journal of Regional Science, Wiley Blackwell, vol. 48(3), pages 493-523, August.
    3. Paul A. David & Francesco Rullani, 2008. "Dynamics of innovation in an “open source” collaboration environment: lurking, laboring, and launching FLOSS projects on SourceForge," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 17(4), pages 647-710, August.
    4. Torres Solé, Teresa & Allepuz Capdevila, Rafael, 2009. "El desarrollo humano: perfiles y perspectivas futuras /Profiles and Prospects of the Human Development," Estudios de Economia Aplicada, Estudios de Economia Aplicada, vol. 27, pages 545-562, Agosto.
    5. Kurt Geppert & Andreas Stephan, 2008. "Regional disparities in the European Union: Convergence and agglomeration," Papers in Regional Science, Wiley Blackwell, vol. 87(2), pages 193-217, June.
    6. George W. Hammond & Eric C. Thompson, 2010. "Divergence and Mobility in College sag Attainment Across U.S. Labor Market Areas: 1970—2000," International Regional Science Review, , vol. 33(4), pages 397-420, October.
    7. Eckey, Hans-Friedrich & Türck, Matthias, 2007. "Convergence of EU-Regions. A Literature Report," INVESTIGACIONES REGIONALES - Journal of REGIONAL RESEARCH, Asociación Española de Ciencia Regional, issue 10, pages 5-32.
    8. George Hammond & Eric Thompson, 2002. "Mobility and Modality Trends in US State Personal Income," Regional Studies, Taylor & Francis Journals, vol. 36(4), pages 375-387.
    9. Maarten Bosker, 2009. "The spatial evolution of regional GDP disparities in the ‘old’ and the ‘new’ Europe," Papers in Regional Science, Wiley Blackwell, vol. 88(1), pages 3-27, March.
    10. George W. Hammond & Eric Thompson, 2006. "Convergence and Mobility: Personal Income Trends in U.S. Metropolitan and Nonmetropolitan Regions," International Regional Science Review, , vol. 29(1), pages 35-63, January.
    11. Paul Bishop & Peter Gripaios, 2005. "Patterns Of Persistence And Mobility In Gdp Per Head Across Gb Counties," Tijdschrift voor Economische en Sociale Geografie, Royal Dutch Geographical Society KNAG, vol. 96(5), pages 529-540, December.
    12. Laetitia Comminges & Arnak Dalalyan, 2012. "Minimax Testing of a Composite null Hypothesis Defined via a Quadratic Functional in the Model of regression," Working Papers 2012-19, Center for Research in Economics and Statistics.
    13. Jørn Rattsø & Hildegunn E. Stokke, 2011. "Accumulation of education and regional income growth: Limited human capital effects in Norway," Working Paper Series 11211, Department of Economics, Norwegian University of Science and Technology.
    14. Duro, Juan Antonio, 2013. "International mobility in carbon dioxide emissions," Energy Policy, Elsevier, vol. 55(C), pages 208-216.
    15. Jolakoski, Petar & Pal, Arnab & Sandev, Trifce & Kocarev, Ljupco & Metzler, Ralf & Stojkoski, Viktor, 2023. "A first passage under resetting approach to income dynamics," Chaos, Solitons & Fractals, Elsevier, vol. 175(P1).
    16. Satya R. Chakravarty & Nachiketa Chattopadhyay & Nora Lustig & Rodrigo Aranda, 2020. "Measuring Directional Mobility: The Bartholomew and Prais-Bibby Indices Reconsidered," Research on Economic Inequality, in: Inequality, Redistribution and Mobility, volume 28, pages 75-96, Emerald Group Publishing Limited.
    17. Irene Brunetti & Davide fiaschi & Lisa Gianmoena, 2013. "An Index of Growth Rate Volatility: Methodology and an Application to European Regions," Discussion Papers 2013/169, Dipartimento di Economia e Management (DEM), University of Pisa, Pisa, Italy.
    18. David Cantarero & Marta Pascual, 2005. "Regional Differences In Health In Spain - An Empirical Analysis," ERSA conference papers ersa05p551, European Regional Science Association.
    19. David Aristei & Cristiano Perugini, 2022. "Credit and income mobility in Russia," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 20(3), pages 639-669, September.
    20. Danny Quah, 1996. "Twin Peaks: Growth and Convergence in Models of Distribution Dynamics," CEP Discussion Papers dp0280, Centre for Economic Performance, LSE.

    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:gam:jecomi:v:13:y:2025:i:1:p:17-:d:1564706. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    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.