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Unemployment forecasts, time varying coefficient models and the Okun’s law in Spanish regions

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  • Miquel Clar-Lopez
  • Jordi López-Tamayo
  • Raúl Ramos

Abstract

During the Great Recession, output and unemployment responses have differed markedly across Spanish regions. Our objective is to evaluate the relative accuracy of forecasting models based on the Okun’s law compared to alternative approaches. In particular, we want to analyse if a time varying coefficient specification of the Okun’s law provide better forecasts than alternative models in two different periods: a first period from 2002 to 2007 characterized by sustained economic growth in all provinces, and a second period from 2008 to 2013 characterized by the impact of the Great Recession. The obtained results allow us to conclude that, in general, the use of these models improve the forecasting capacity in most regions, but do not provide reliable forecast.

Suggested Citation

  • Miquel Clar-Lopez & Jordi López-Tamayo & Raúl Ramos, 2014. "Unemployment forecasts, time varying coefficient models and the Okun’s law in Spanish regions," Economics and Business Letters, Oviedo University Press, vol. 3(4), pages 247-262.
  • Handle: RePEc:ove:journl:aid:10417
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    File URL: https://reunido.uniovi.es/index.php/EBL/article/view/10417
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    References listed on IDEAS

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    1. Nicholas Apergis & Anthony Rezitis, 2003. "An examination of Okun's law: evidence from regional areas in Greece," Applied Economics, Taylor & Francis Journals, vol. 35(10), pages 1147-1151.
    2. Menzie Chinn & Laurent Ferrara & Valérie Mignon, 2013. "Post-Recession US Employment through the Lens of a Non-Linear Okun's Law," Working Papers 2013-13, CEPII research center.
    3. Graham Elliott & Allan Timmermann, 2016. "Economic Forecasting," Economics Books, Princeton University Press, edition 1, number 10740.
    4. Dimitris Christopoulos, 2004. "The relationship between output and unemployment: Evidence from Greek regions," Papers in Regional Science, Springer;Regional Science Association International, vol. 83(3), pages 611-620, July.
    5. Binet Marie-estelle & Francois Facchini, 2013. "Okun's law in the french regions: a cross-regional comparison," Economics Bulletin, AccessEcon, vol. 33(1), pages 420-433.
    6. Min, Chung-ki & Zellner, Arnold, 1993. "Bayesian and non-Bayesian methods for combining models and forecasts with applications to forecasting international growth rates," Journal of Econometrics, Elsevier, vol. 56(1-2), pages 89-118, March.
    7. Franses, Philip Hans & Paap, Richard & Vroomen, Bjorn, 2004. "Forecasting unemployment using an autoregression with censored latent effects parameters," International Journal of Forecasting, Elsevier, vol. 20(2), pages 255-271.
    8. Costas KARFAKIS & Constantinos KATRAKILIDIS & Eftychia TSANANA, 2014. "Does output predict unemployment? A look at Okun's law in Greece," International Labour Review, International Labour Organization, vol. 153(3), pages 421-433, September.
    9. Philip Rothman, 1998. "Forecasting Asymmetric Unemployment Rates," The Review of Economics and Statistics, MIT Press, vol. 80(1), pages 164-168, February.
    10. Ramos Lobo, R. & Clar López, M. & Suriñach Caralt, J., 2000. "Comparación de la capacidad predictiva de los modelos de coeficientes fijos frente a variables en los modelos econométricos regionales: un análisis para Cataluña," Estudios de Economia Aplicada, Estudios de Economia Aplicada, vol. 15, pages 125-162, Agosto.
    11. Menzie Chinn & Laurent Ferrara & Valérie Mignon, 2013. "Post-recession US employment through the lens of a non-linear Okun," Post-Print hal-01386100, HAL.
    12. Philip Hans Franses & Michael McAleer & Rianne Legerstee, 2014. "Evaluating Macroeconomic Forecasts: A Concise Review Of Some Recent Developments," Journal of Economic Surveys, Wiley Blackwell, vol. 28(2), pages 195-208, April.
    13. Durech, Richard & Minea, Alexandru & Mustea, Lavinia & Slusna, Lubica, 2014. "Regional evidence on Okun's Law in Czech Republic and Slovakia," Economic Modelling, Elsevier, vol. 42(C), pages 57-65.
    14. Bernoth, Kerstin & Pick, Andreas, 2011. "Forecasting the fragility of the banking and insurance sectors," Journal of Banking & Finance, Elsevier, vol. 35(4), pages 807-818, April.
    15. Diebold, Francis X & Mariano, Roberto S, 2002. "Comparing Predictive Accuracy," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(1), pages 134-144, January.
    16. Aki Kangasharju & Christophe Tavera & Peter Nijkamp, 2012. "Regional Growth and Unemployment: The Validity of Okun's Law for the Finnish Regions," Spatial Economic Analysis, Taylor & Francis Journals, vol. 7(3), pages 381-395, September.
    17. Ball, Laurence & Jalles, João Tovar & Loungani, Prakash, 2015. "Do forecasters believe in Okun’s Law? An assessment of unemployment and output forecasts," International Journal of Forecasting, Elsevier, vol. 31(1), pages 176-184.
    18. Enrique Lopez-Bazo & Tomas Del Barrio & Manuel Artis, 2005. "Geographical distribution of unemployment in Spain," Regional Studies, Taylor & Francis Journals, vol. 39(3), pages 305-318.
    19. Edward S. Knotek, 2007. "How useful is Okun's law?," Economic Review, Federal Reserve Bank of Kansas City, vol. 92(Q IV), pages 73-103.
    20. Rui Pereira, 2014. "Okun’s law, asymmetries and regional spillovers: evidence from Virginia metropolitan statistical areas and the District of Columbia," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 52(2), pages 583-595, March.
    21. Shively, Thomas S. & Kohn, Robert, 1997. "A Bayesian approach to model selection in stochastic coefficient regression models and structural time series models," Journal of Econometrics, Elsevier, vol. 76(1-2), pages 39-52.
    22. Olmedo, Elena, 2011. "Is there chaos in the Spanish labour market?," Chaos, Solitons & Fractals, Elsevier, vol. 44(12), pages 1045-1053.
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    1. Bande, Roberto & Martín-Román, Ángel, 2018. "Regional differences in the Okun’s Relationship: New Evidence for Spain (1980-2015)," INVESTIGACIONES REGIONALES - Journal of REGIONAL RESEARCH, Asociación Española de Ciencia Regional, issue 41, pages 137-165.
    2. Porras-Arena, M. Sylvina & Martín-Román, Ángel L. & Dueñas Fernández , Diego & Llorente Heras, Raquel, 2024. "Okun’s Law: The effects of the COVID-19 pandemic and the temporary layoffs procedures (ERTEs) on Spanish regions," INVESTIGACIONES REGIONALES - Journal of REGIONAL RESEARCH, Asociación Española de Ciencia Regional, issue 59, pages 105-125.
    3. Porras, María Sylvina & Martín-Román, Ángel L., 2017. "Self-employment and Okun’s Law relationship: the Spanish case," MPRA Paper 83292, University Library of Munich, Germany.
    4. Ugur Korkut PATA & Suleyman YURTKURAN & Adem KALCA, 2018. "A revisited causality analysis of Okun’s Law: The case of Turkey," Theoretical and Applied Economics, Asociatia Generala a Economistilor din Romania / Editura Economica, vol. 0(4(617), W), pages 121-134, Winter.
    5. Porras-Arena, M. Sylvina & Martín-Román, Ángel L., 2019. "Self-employment and the Okun's law," Economic Modelling, Elsevier, vol. 77(C), pages 253-265.

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