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A Novel Approach to Regionalize Country‐Level GDP Projections

Author

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  • Riccardo Curtale
  • Matteo Schiavone
  • Filipe Batista e Silva

Abstract

Socioeconomic projections are policy support tools that are often limited to country‐level data, making them insufficient for policy areas that require a more nuanced, sub‐national perspective. For granular geographical analyses in a multicountry setting, international organizations often rely on straightforward regionalization techniques, such as assuming that the observed regional shares remain constant over the projection period. This approach fails to capture the varying economic performances between regions, making the resulting regional projections unrealistic. In this paper, we propose a novel regionalization method for GDP projections based on (1) changes in population and (2) econometrically estimated factors of regional GDP per capita growth. We test our approach in the EU27 Member States for the period 2000–2019 by downscaling observed GDP from national to regional (NUTS3) level. Results show that our model substantially outperforms alternative regionalization techniques by improving the skill scores up to 18%. The performance of the proposed methodology increases for longer estimation and projection periods. Our regionalization approach shows the benefit of incorporating demographic dynamics and regional growth factors to regionalize national GDP values, especially to downscale long‐term GDP projections.

Suggested Citation

  • Riccardo Curtale & Matteo Schiavone & Filipe Batista e Silva, 2026. "A Novel Approach to Regionalize Country‐Level GDP Projections," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 45(2), pages 867-879, March.
  • Handle: RePEc:wly:jforec:v:45:y:2026:i:2:p:867-879
    DOI: 10.1002/for.70052
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    1. Detlef P. van Vuuren & Steve J. Smith & Keywan Riahi, 2010. "Downscaling socioeconomic and emissions scenarios for global environmental change research: a review," Wiley Interdisciplinary Reviews: Climate Change, John Wiley & Sons, vol. 1(3), pages 393-404, May.
    2. Andreas Diemer & Simona Iammarino & Andrés Rodríguez-Pose & Michael Storper, 2022. "The Regional Development Trap in Europe," Economic Geography, Taylor & Francis Journals, vol. 98(5), pages 487-509, October.
    3. Badi H. Baltagi & Dong Li, 2004. "Prediction in the Panel Data Model with Spatial Correlation," Advances in Spatial Science, in: Luc Anselin & Raymond J. G. M. Florax & Sergio J. Rey (ed.), Advances in Spatial Econometrics, chapter 13, pages 283-295, Springer.
    4. Roberta Capello, 2007. "A forecasting territorial model of regional growth: the MASST model," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 41(4), pages 753-787, December.
    5. Edward L. Glaeser & Joshua D. Gottlieb, 2009. "The Wealth of Cities: Agglomeration Economies and Spatial Equilibrium in the United States," Journal of Economic Literature, American Economic Association, vol. 47(4), pages 983-1028, December.
    6. Badi H. Baltagi & Bernard Fingleton & Alain Pirotte, 2014. "Estimating and Forecasting with a Dynamic Spatial Panel Data Model," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 76(1), pages 112-138, February.
    7. Juan R. Cuadrado-Roura & Ron Martin & Andrés Rodríguez-Pose, 2016. "The economic crisis in Europe: urban and regional consequences," Cambridge Journal of Regions, Economy and Society, Cambridge Political Economy Society, vol. 9(1), pages 3-11.
    8. Andrés Rodríguez-Pose & Tobias Ketterer, 2020. "Institutional change and the development of lagging regions in Europe," Regional Studies, Taylor & Francis Journals, vol. 54(7), pages 974-986, July.
    9. Bego�a Cueto & Mat�as Mayor & Patricia Su�rez, 2015. "Entrepreneurship and unemployment in Spain: a regional analysis," Applied Economics Letters, Taylor & Francis Journals, vol. 22(15), pages 1230-1235, October.
    10. Enrico Moretti, 2004. "Workers' Education, Spillovers, and Productivity: Evidence from Plant-Level Production Functions," American Economic Review, American Economic Association, vol. 94(3), pages 656-690, June.
    11. Henderson, Vernon, 2003. "The Urbanization Process and Economic Growth: The So-What Question," Journal of Economic Growth, Springer, vol. 8(1), pages 47-71, March.
    12. Wheatcroft, Edward, 2019. "Interpreting the skill score form of forecast performance metrics," International Journal of Forecasting, Elsevier, vol. 35(2), pages 573-579.
    13. Nicholas Charron & Victor Lapuente & Paola Annoni, 2019. "Measuring quality of government in EU regions across space and time," Papers in Regional Science, Wiley Blackwell, vol. 98(5), pages 1925-1953, October.
    14. repec:rre:publsh:v:33:y:2003:i:1:p:17-39 is not listed on IDEAS
    15. Ben Gardiner & Ron Martin & Peter Tyler, 2011. "Does spatial agglomeration increase national growth? some evidence from Europe," Journal of Economic Geography, Oxford University Press, vol. 11(6), pages 979-1006, November.
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