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Credit-to-GDP ratios – non-linear trends and persistence: evidence from 44 OECD economies

Author

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  • Juan Carlos Cuestas
  • Luis A. Gil-Alana
  • María Malmierca

Abstract

Purpose - In particular, in this article, the authors investigate the degree of persistence in the credit-to-gross domestic product (GDP) ratio in 44 Organisation for Economic Co-operation and Development (OECD) economies in the context of nonlinear deterministic trends. Design/methodology/approach - The authors use Chebyshev's polynomials in time, which allow us to model changes in the data in a smoother way than by structural breaks. Findings - This study’s results indicate that approximately one-quarter of the series display non-linear structures, and only Argentina displays a mean reverting pattern. Research limitations/implications - Policy implications of the results obtained are discussed at the end of the manuscript. Originality/value - The authors use an approach developed that allows for non-linear trends based on Chebyshev polynomials in time, with the residuals being fractionally integrated or integrated of orderd, wheredcan be any real value.

Suggested Citation

  • Juan Carlos Cuestas & Luis A. Gil-Alana & María Malmierca, 2022. "Credit-to-GDP ratios – non-linear trends and persistence: evidence from 44 OECD economies," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 50(3), pages 448-463, March.
    • Handle: RePEc:eme:jespps:jes-12-2021-0637
    DOI: 10.1108/JES-12-2021-0637
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    1. Brzoza-Brzezina, Michał & Kolasa, Marcin & Makarski, Krzysztof, 2015. "Macroprudential policy and imbalances in the euro area," Journal of International Money and Finance, Elsevier, vol. 51(C), pages 137-154.
    2. Rubio, Margarita & Carrasco-Gallego, José A., 2014. "Macroprudential and monetary policies: Implications for financial stability and welfare," Journal of Banking & Finance, Elsevier, vol. 49(C), pages 326-336.
    3. Vratislav Izák, 2014. "Private and Public Debt," European Financial and Accounting Journal, Prague University of Economics and Business, vol. 2014(1), pages 4-21.
    4. Salim Dehmej & Leonardo Gambacorta, 2019. "Macroprudential Policy in a Monetary Union," Comparative Economic Studies, Palgrave Macmillan;Association for Comparative Economic Studies, vol. 61(2), pages 195-212, June.
    5. Eberhardt, Markus & Presbitero, Andrea F., 2015. "Public debt and growth: Heterogeneity and non-linearity," Journal of International Economics, Elsevier, vol. 97(1), pages 45-58.
    6. Carmen M. Reinhart & Kenneth S. Rogoff, 2014. "This Time is Different: A Panoramic View of Eight Centuries of Financial Crises," Annals of Economics and Finance, Society for AEF, vol. 15(2), pages 215-268, November.
    7. Granger, Clive W. J. & Hyung, Namwon, 2004. "Occasional structural breaks and long memory with an application to the S&P 500 absolute stock returns," Journal of Empirical Finance, Elsevier, vol. 11(3), pages 399-421, June.
    8. Guglielmo Maria Caporale & Luis Alberiko Gil-Alana & Maria Malmierca, 2021. "Persistence in the private debt-t -GDP ratio: evidence from 43 OECD countries," Applied Economics, Taylor & Francis Journals, vol. 53(43), pages 5018-5027, September.
    9. Pierpaolo Benigno & Gauti B. Eggertsson & Federica Romei, 2020. "Dynamic Debt Deleveraging and Optimal Monetary Policy," American Economic Journal: Macroeconomics, American Economic Association, vol. 12(2), pages 310-350, April.
    10. √Íscar Jord√Ä & Moritz Schularick & Alan M. Taylor, 2013. "When Credit Bites Back," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 45(s2), pages 3-28, December.
    11. repec:fip:fedgsq:y:2005:i:mar10 is not listed on IDEAS
    12. Javier Andres & Oscar Arce & Dominik Thaler & Carlos Thomas, 2020. "When Fiscal Consolidation Meets Private Deleveraging," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 37, pages 214-233, July.
    13. Cuestas, Juan Carlos, 2017. "House prices and capital inflows in Spain during the boom: Evidence from a cointegrated VAR and a structural Bayesian VAR," Journal of Housing Economics, Elsevier, vol. 37(C), pages 22-28.
    14. Gauti B. Eggertsson & Paul Krugman, 2012. "Debt, Deleveraging, and the Liquidity Trap: A Fisher-Minsky-Koo Approach," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 127(3), pages 1469-1513.
    15. Guglielmo Maria Caporale & Luis A. Gil-Alana & Miguel Martin-Valmayor, 2021. "Persistence in the market risk premium: evidence across countries," Journal of Economics and Finance, Springer;Academy of Economics and Finance, vol. 45(3), pages 413-427, July.
    16. Tae‐Hwan Kim & Stephen Leybourne & Paul Newbold, 2004. "Behaviour of Dickey–Fuller Unit‐Root Tests Under Trend Misspecification," Journal of Time Series Analysis, Wiley Blackwell, vol. 25(5), pages 755-764, September.
    17. Matheron, J. & Antipa, P., 2014. "Interactions between monetary and macroprudential policies," Financial Stability Review, Banque de France, issue 18, pages 225-240, April.
    18. Ohanissian, Arek & Russell, Jeffrey R. & Tsay, Ruey S., 2008. "True or Spurious Long Memory? A New Test," Journal of Business & Economic Statistics, American Statistical Association, vol. 26, pages 161-175, April.
    19. Daniel Carvalho, 2019. "Financial integration and the Great Leveraging," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 24(1), pages 54-79, January.
    20. Ivens, Annika, 2018. "Optimal fiscal policy under private debt deleveraging," Journal of Economic Dynamics and Control, Elsevier, vol. 97(C), pages 1-18.
    21. Dominic Quint & Pau Rabanal, 2014. "Monetary and Macroprudential Policy in an Estimated DSGE Model of the Euro Area," International Journal of Central Banking, International Journal of Central Banking, vol. 10(2), pages 169-236, June.
    22. Caporale, Guglielmo Maria & Carcel, Hector & Gil-Alana, Luis, 2018. "The EMBI in Latin America: Fractional integration, non-linearities and breaks," Finance Research Letters, Elsevier, vol. 24(C), pages 34-41.
    23. Perron, P, 1993. "Erratum [The Great Crash, the Oil Price Shock and the Unit Root Hypothesis]," Econometrica, Econometric Society, vol. 61(1), pages 248-249, January.
    24. Pierre-Olivier Gourinchas & Maurice Obstfeld, 2012. "Stories of the Twentieth Century for the Twenty-First," American Economic Journal: Macroeconomics, American Economic Association, vol. 4(1), pages 226-265, January.
    25. Levine, Ross, 2005. "Finance and Growth: Theory and Evidence," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 12, pages 865-934, Elsevier.
    26. de Blas, Beatriz & Malmierca, María, 2020. "Financial frictions and stabilization policies," Economic Modelling, Elsevier, vol. 89(C), pages 166-188.
    27. A. Assaf, 2007. "Fractional integration in the equity markets of MENA region," Applied Financial Economics, Taylor & Francis Journals, vol. 17(9), pages 709-723.
    28. Kuswanto, Heri & Sibbertsen, Philipp, 2008. "A Study on "Spurious Long Memory in Nonlinear Time Series Models"," Hannover Economic Papers (HEP) dp-410, Leibniz Universität Hannover, Wirtschaftswissenschaftliche Fakultät.
    29. Raberto, Marco & Teglio, Andrea & Cincotti, Silvano, 2012. "Debt, deleveraging and business cycles: An agent-based perspective," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 6, pages 1-49.
    30. Batini, Nicoletta & Melina, Giovanni & Villa, Stefania, 2019. "Fiscal buffers, private debt, and recession: The good, the bad and the ugly," Journal of Macroeconomics, Elsevier, vol. 62(C).
    31. Gossé, Jean-Baptiste & Serranito, Francisco, 2014. "Long-run determinants of current accounts in OECD countries: Lessons for intra-European imbalances," Economic Modelling, Elsevier, vol. 38(C), pages 451-462.
    32. Perron, Pierre, 1989. "The Great Crash, the Oil Price Shock, and the Unit Root Hypothesis," Econometrica, Econometric Society, vol. 57(6), pages 1361-1401, November.
    33. Ms. Sally Chen & Minsuk Kim & Marijn Otte & Kevin Wiseman & Ms. Aleksandra Zdzienicka, 2015. "Private Sector Deleveraging and Growth Following Busts," IMF Working Papers 2015/035, International Monetary Fund.
    34. Bole, Velimir & Prašnikar, Janez & Trobec, Domen, 2014. "Policy measures in the deleveraging process: A macroprudential evaluation," Journal of Policy Modeling, Elsevier, vol. 36(2), pages 410-432.
    35. Bierens, Herman J., 1997. "Testing the unit root with drift hypothesis against nonlinear trend stationarity, with an application to the US price level and interest rate," Journal of Econometrics, Elsevier, vol. 81(1), pages 29-64, November.
    36. Ben S. Bernanke, 2005. "The global saving glut and the U.S. current account deficit," Speech 77, Board of Governors of the Federal Reserve System (U.S.).
    37. Javier Andres & Oscar Arce & Dominik Thaler & Carlos Thomas, 2020. "When Fiscal Consolidation Meets Private Deleveraging," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 37, pages 214-233, July.
    38. Juan Carlos Cuestas & Karsten Staehr, 2017. "The Great Leveraging in the European crisis countries," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 44(6), pages 895-910, November.
    39. Nobuhiro Kiyotaki & John Moore, 2002. "Balance-Sheet Contagion," American Economic Review, American Economic Association, vol. 92(2), pages 46-50, May.
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    Keywords

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    JEL classification:

    • C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes
    • G30 - Financial Economics - - Corporate Finance and Governance - - - General
    • G51 - Financial Economics - - Household Finance - - - Household Savings, Borrowing, Debt, and Wealth

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