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Credit Risk Determinants in the Vulnerable Economies of Europe: Evidence from the Spanish Banking System

Author

Listed:
  • Gila-Gourgoura, E.

    (Department of Economics, Faculty of Commerce, University of Cape Town, Middle Campus, Rondebosch, 7701, Cape Town, South Africa)

  • Nikolaidou, E.

    (Department of Economics, Faculty of Commerce, University of Cape Town, Middle Campus, Rondebosch, 7701, Cape Town, South Africa)

Abstract

Purpose: The purpose of this paper is to investigate the determinants of non-performing loans in the Spanish banking system over the period 1997Q4–2015Q3. This timeframe includes not only the booming period for the Spanish economy but also an extended post-crises interval which is missing from other studies for Spain. Design/methodology/approach: Using quarterly data from the Central Bank of Spain and from the European Central Bank, the paper employs the ARDL approach to cointegration to identify the existence of a long or short-run relationship between NPLs and a set of macroeconomic, bank-related and country-specific indicators. Findings: Findings from the ARDL model indicate that macroeconomic, bank-specific variables and interest rates are important determinants of non-performing loans in the Spanish banking system. Specifically, the real GDP, the Spanish long-term government bond yield, the return on equity, the total credit granted by the Spanish banks and their capital to assets ratio, explain credit risk in Spain both in the short and the long run. Research limitations/implications: Data on the bank-specific variables are for the whole banking industry, and not for individual banks. If such data were available, a comparison of the credit risk determinants between small/ big banks, private/public or domestic/foreign could be possibly made. Originality/value: These findings provide useful evidence to bank managers and policymakers in dealing with loans' defaults in Spain and in undertaking crucial reforms to stabilize the economy.

Suggested Citation

  • Gila-Gourgoura, E. & Nikolaidou, E., 2017. "Credit Risk Determinants in the Vulnerable Economies of Europe: Evidence from the Spanish Banking System," International Journal of Business and Economic Sciences Applied Research (IJBESAR), International Hellenic University (IHU), Kavala Campus, Greece (formerly Eastern Macedonia and Thrace Institute of Technology - EMaTTech), vol. 10(1), pages 60-71, March.
  • Handle: RePEc:tei:journl:v:10:y:2017:i:1:p:60-71
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    References listed on IDEAS

    as
    1. Gavin, Michael & Hausmann, Ricardo, 1996. "The Roots of Banking Crises: The Macroeconomic Context," IDB Publications (Working Papers) 6067, Inter-American Development Bank.
    2. repec:idb:wpaper:318 is not listed on IDEAS
    3. Castro, Vítor, 2013. "Macroeconomic determinants of the credit risk in the banking system: The case of the GIPSI," Economic Modelling, Elsevier, vol. 31(C), pages 672-683.
    4. Frederic S. Mishkin, 1996. "Understanding Financial Crises: A Developing Country Perspective," NBER Working Papers 5600, National Bureau of Economic Research, Inc.
    5. Alfredo Martín-Oliver & Sonia Ruano & Vicente Salas-Fumás, 2012. "Effects of equity capital on the interest rate and the demand for credit. Empirical evidence from Spanish banks," Working Papers 1218, Banco de España.
    6. Gabriel Jiménez & Jesús Saurina, 2006. "Credit Cycles, Credit Risk, and Prudential Regulation," International Journal of Central Banking, International Journal of Central Banking, vol. 2(2), May.
    7. Mevlud Islami & Jeong‐Ryeol Kurz‐Kim, 2014. "A Single Composite Financial Stress Indicator And Its Real Impact In The Euro Area," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 19(3), pages 204-211, July.
    8. M. Hashem Pesaran & Ron P. Smith, 1998. "Structural Analysis of Cointegrating VARs," Journal of Economic Surveys, Wiley Blackwell, vol. 12(5), pages 471-505, December.
    9. Berger, Allen N. & DeYoung, Robert, 1997. "Problem loans and cost efficiency in commercial banks," Journal of Banking & Finance, Elsevier, vol. 21(6), pages 849-870, June.
    10. Eftychia Nikolaidou & Sofoklis Vogiazas, 2014. "Credit Risk Determinants for the Bulgarian Banking System," International Advances in Economic Research, Springer;International Atlantic Economic Society, vol. 20(1), pages 87-102, February.
    11. Douglas W. Diamond & Raghuram G. Rajan, 2005. "Liquidity Shortages and Banking Crises," Journal of Finance, American Finance Association, vol. 60(2), pages 615-647, April.
    12. Christophe J. Godlewski, 2006. "Regulatory and Institutional Determinants of Credit Risk Taking and a Bank's Default in Emerging Market Economies," Journal of Emerging Market Finance, Institute for Financial Management and Research, vol. 5(2), pages 183-206, August.
    13. Bonfim, Diana, 2009. "Credit risk drivers: Evaluating the contribution of firm level information and of macroeconomic dynamics," Journal of Banking & Finance, Elsevier, vol. 33(2), pages 281-299, February.
    14. M. Hashem Pesaran & Yongcheol Shin & Richard J. Smith, 2001. "Bounds testing approaches to the analysis of level relationships," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 16(3), pages 289-326.
    15. Lukasz Prorokowski, 2013. "Lessons from financial crisis contagion simulation in Europe," Studies in Economics and Finance, Emerald Group Publishing Limited, vol. 30(2), pages 159-188, May.
    16. Louzis, Dimitrios P. & Vouldis, Angelos T. & Metaxas, Vasilios L., 2012. "Macroeconomic and bank-specific determinants of non-performing loans in Greece: A comparative study of mortgage, business and consumer loan portfolios," Journal of Banking & Finance, Elsevier, vol. 36(4), pages 1012-1027.
    17. Luca Agnello & Davide Furceri & Ricardo M. Sousa, 2011. "Fiscal Policy Discretion, Private Spending, and Crisis Episodes," NIPE Working Papers 31/2011, NIPE - Universidade do Minho.
    18. Vicente Salas & Jesús Saurina, 2002. "Credit Risk in Two Institutional Regimes: Spanish Commercial and Savings Banks," Journal of Financial Services Research, Springer;Western Finance Association, vol. 22(3), pages 203-224, December.
    19. Marcello Bofondi & Tiziano Ropele, 2011. "Macroeconomic determinants of bad loans: evidence from Italian banks," Questioni di Economia e Finanza (Occasional Papers) 89, Bank of Italy, Economic Research and International Relations Area.
    20. Engle, Robert & Granger, Clive, 2015. "Co-integration and error correction: Representation, estimation, and testing," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 39(3), pages 106-135.
    21. Festic, Mejra & Kavkler, Alenka & Repina, Sebastijan, 2011. "The macroeconomic sources of systemic risk in the banking sectors of five new EU member states," Journal of Banking & Finance, Elsevier, vol. 35(2), pages 310-322, February.
    22. repec:eme:sefpps:v:30:y:2013:i:1:p:159-188 is not listed on IDEAS
    23. Nir Klein, 2013. "Non-Performing Loans in CESEE: Determinants and Impact on Macroeconomic Performance," IMF Working Papers 2013/072, International Monetary Fund.
    24. Vasiliki Makri & Athanasios Tsagkanos & Athanasios Bellas, 2014. "Determinants of Non-Performing Loans: The Case of Eurozone," Panoeconomicus, Savez ekonomista Vojvodine, Novi Sad, Serbia, vol. 61(2), pages 193-206, March.
    25. repec:zbw:bofrdp:2005_013 is not listed on IDEAS
    26. Ms. Mwanza Nkusu, 2011. "Nonperforming Loans and Macrofinancial Vulnerabilities in Advanced Economies," IMF Working Papers 2011/161, International Monetary Fund.
    27. Marcucci, Juri & Quagliariello, Mario, 2008. "Is bank portfolio riskiness procyclical: Evidence from Italy using a vector autoregression," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 18(1), pages 46-63, February.
    28. Demirguc-Kunt, Asli & Detragiache, Enrica, 1997. "The determinants of banking crises : evidence from industrial and developing countries," Policy Research Working Paper Series 1828, The World Bank.
    29. Michael Gavin & Ricardo Hausmann, 1996. "The Roots of Banking Crises: The Macroeconomic Context," Research Department Publications 4026, Inter-American Development Bank, Research Department.
    30. Asli Demirgüç-Kunt & Ms. Enrica Detragiache, 1997. "The Determinants of Banking Crises: Evidence From Developing and Developed Countries," IMF Working Papers 1997/106, International Monetary Fund.
    31. Chaibi, Hasna & Ftiti, Zied, 2015. "Credit risk determinants: Evidence from a cross-country study," Research in International Business and Finance, Elsevier, vol. 33(C), pages 1-16.
    32. Hrushikesh Mallick & Shashi Agarwal, 2007. "Impact Of Real Interest Rates On Real Output Growth In India: A Long-Run Analysis In A Liberalized Financial Regime," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 52(02), pages 215-231.
    33. Roberto Blanco & Ricardo Gimeno, 2012. "Determinants of default ratios in the segment of loans to households in Spain," Working Papers 1210, Banco de España.
    34. Eftychia Nikolaidou & Sofoklis D. Vogiazas, 2013. "Credit Risk in the Romanian Banking System: Evidence from an ARDL Model," Contributions to Economics, in: Anastasios Karasavvoglou & Persefoni Polychronidou (ed.), Balkan and Eastern European Countries in the Midst of the Global Economic Crisis, edition 127, pages 87-101, Springer.
    35. Ali, Asghar & Daly, Kevin, 2010. "Macroeconomic determinants of credit risk: Recent evidence from a cross country study," International Review of Financial Analysis, Elsevier, vol. 19(3), pages 165-171, June.
    36. Muhammad Shahbaz & Faridul Islam, 2011. "Financial Development And Income Inequality In Pakistan: An Application Of Ardl Approach," Journal of Economic Development, Chung-Ang Unviersity, Department of Economics, vol. 36(1), pages 35-58, March.
    37. Francisco Carballo-Cruz, 2011. "Causes and Consequences of the Spanish Economic Crisis: Why the Recovery is Taken so Long?," Panoeconomicus, Savez ekonomista Vojvodine, Novi Sad, Serbia, vol. 58(3), pages 309-328, September.
    38. Ahlem Selma Messai & Fathi Jouini, 2013. "Micro and Macro Determinants of Non-performing Loan," International Journal of Economics and Financial Issues, Econjournals, vol. 3(4), pages 852-860.
    39. Gary A. Dymski, 2013. "Can relationship banking survive the Spanish economic crisis?," EKONOMIAZ. Revista vasca de Economía, Gobierno Vasco / Eusko Jaurlaritza / Basque Government, vol. 84(03), pages 182-205.
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    More about this item

    Keywords

    Credit risk; Spain; banking system; ARDL; Global financial crisis;
    All these keywords.

    JEL classification:

    • C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes; State Space Models
    • G17 - Financial Economics - - General Financial Markets - - - Financial Forecasting and Simulation
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages

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