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How accounting information and macroeconomic environment determine credit risk? Evidence from Greece

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  • Vasiliki Makri

    (Department of Business Administration, University of Patras, Greece)

  • Konstantinos Papadatos

    (Department of Business Administration, University of Patras, Greece)

Abstract

In this paper, we study the determinants of credit risk in the Greek banking sector. Credit risk is related to bank asset quality and considered responsible for bank failures. In this context, we investigate how loan quality can be explained by accounting and macroeconomic factors. Aggregate loans loss provisions (LLP) are used as a proxy for measuring credit risk. Using quarterly aggregate data that span from 2001Q1 to 2012Q4, we examine a period that covers the recent financial crisis in Greece. The results of Generalized Method of Moments (GMM) estimations indicate that LLP is positively affected by unemployment, public debt, loans loss provisions of previous quarter and negatively by capital adequacy ratio. Therefore, our findings support the hypotheses that both macroeconomic environment and accounting information exert significant influence on the credit risk of Greek banking system.

Suggested Citation

  • Vasiliki Makri & Konstantinos Papadatos, 2014. "How accounting information and macroeconomic environment determine credit risk? Evidence from Greece," 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. 7(1), pages 129-143, April.
  • Handle: RePEc:tei:journl:v:7:y:2014:i:1:p:129-143
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    1. Perotti, Roberto, 1996. "Fiscal Consolidation in Europe: Composition Matters," American Economic Review, American Economic Association, vol. 86(2), pages 105-110, May.
    2. Laeven, Luc & Majnoni, Giovanni, 2003. "Loan loss provisioning and economic slowdowns: too much, too late?," Journal of Financial Intermediation, Elsevier, vol. 12(2), pages 178-197, April.
    3. Brookes, Martin & Dicks, Mike & Pradhan, Mahmood, 1994. "An empirical model of mortgage arrears and repossessions," Economic Modelling, Elsevier, vol. 11(2), pages 134-144, April.
    4. Petr Jakubík & Thomas Reininger, 2013. "Determinants of Nonperforming Loans in Central, Eastern and Southeastern Europe," Focus on European Economic Integration, Oesterreichische Nationalbank (Austrian Central Bank), issue 3, pages 48-66.
    5. Birgül Cambazoğlu & Hacer Simay Karaalp, 2013. "The External Finance Premium and the Financial Accelerator: The Case of Turkey," 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. 6(1), pages 103-121, April.
    6. Fiordelisi, Franco & Marques-Ibanez, David & Molyneux, Phil, 2011. "Efficiency and risk in European banking," Journal of Banking & Finance, Elsevier, vol. 35(5), pages 1315-1326, May.
    7. 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.
    8. Mejra Festiæ & Sebastijan Repina, 2009. "Financial Stability in the Baltics," Czech Journal of Economics and Finance (Finance a uver), Charles University Prague, Faculty of Social Sciences, vol. 59(6), pages 554-576, December.
    9. Rajaraman, Indira & Vasishtha, Garima, 2001. "Non-performing loans of PSU banks: Some panel results," Working Papers 01/4, National Institute of Public Finance and Policy.
    10. Fonseca, Ana Rosa & González, Francisco, 2008. "Cross-country determinants of bank income smoothing by managing loan-loss provisions," Journal of Banking & Finance, Elsevier, vol. 32(2), pages 217-228, February.
    11. Mario Quagliariello, 2007. "Banks' riskiness over the business cycle: a panel analysis on Italian intermediaries," Applied Financial Economics, Taylor & Francis Journals, vol. 17(2), pages 119-138.
    12. 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.
    13. Carmen M. Reinhart & Kenneth S. Rogoff, 2011. "From Financial Crash to Debt Crisis," American Economic Review, American Economic Association, vol. 101(5), pages 1676-1706, August.
    14. William R. Keeton & Charles S. Morris, 1987. "Why do banks' loan losses differ?," Economic Review, Federal Reserve Bank of Kansas City, vol. 72(May), pages 3-21.
    15. 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.
    16. Grigori Fainstein & Igor Novikov, 2011. "The role of macroeconomic determinants in credit risk measurement in transition country: Estonian example," International Journal of Transitions and Innovation Systems, Inderscience Enterprises Ltd, vol. 1(2), pages 117-137.
    17. 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.
    18. Barseghyan, Levon, 2010. "Non-performing loans, prospective bailouts, and Japan's slowdown," Journal of Monetary Economics, Elsevier, vol. 57(7), pages 873-890, October.
    19. 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.
    20. Takashi Fukuda & Jauhari Dahalan, 2012. "Finance-Growth-Crisis Nexus in Asian Emerging Economies: Evidence from VECM and ARDL Assessment," 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. 5(2), pages 69-100, August.
    21. 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.
    22. Rinaldi, Laura & Sanchis-Arellano, Alicia, 2006. "Household debt sustainability: what explains household non-performing loans? An empirical analysis," Working Paper Series 570, European Central Bank.
    23. Suela Kristo, 2013. "Efficiency of the Albanian banking system: Traditional approach and Stochastic Frontier Analysis," 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. 6(3), pages 61-78, December.
    24. Abdelkader Boudriga & Neila Boulila Taktak & Sana Jellouli, 2009. "Banking supervision and nonperforming loans: a cross‐country analysis," Journal of Financial Economic Policy, Emerald Group Publishing Limited, vol. 1(4), pages 286-318, November.
    25. Chiara Pederzoli & Costanza Torricelli & Simona Castellani, 2010. "The Interaction of Financial Fragility and the Business Cycle in Determining Banks’ Loan Losses: An Investigation of the Italian Case," Economic Notes, Banca Monte dei Paschi di Siena SpA, vol. 39(3), pages 129-146, November.
    26. Khemraj, Tarron & Pasha, Sukrishnalall, 2009. "The determinants of non-performing loans: an econometric case study of Guyana," MPRA Paper 53128, University Library of Munich, Germany.
    27. Saibal Ghosh, 2005. "Does leverage influence banks' non-performing loans? Evidence from India," Applied Economics Letters, Taylor & Francis Journals, vol. 12(15), pages 913-918.
    28. Markus Arpa & Irene Giulini & Andreas Ittner & Franz Pauer, 2001. "The influence of macroeconomic developments on Austrian banks: implications for banking supervision," BIS Papers chapters, in: Bank for International Settlements (ed.), Marrying the macro- and micro-prudential dimensions of financial stability, volume 1, pages 91-116, Bank for International Settlements.
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    Cited by:

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    2. Albulena Shala & Hysen Ismajli & Rezearta Perri, 2018. "A Comparative Study of Prudential Regulation on Loan Classification and Provisioning of the South East European Countries," Acta Universitatis Agriculturae et Silviculturae Mendelianae Brunensis, Mendel University Press, vol. 66(5), pages 1337-1346.
    3. Vasiliki Makri, 2016. "Towards an Investigation of Credit Risk Determinants in Eurozone Countries," Journal of Accounting and Management Information Systems, Faculty of Accounting and Management Information Systems, The Bucharest University of Economic Studies, vol. 15(1), pages 27-57, March.
    4. Mourouzidou-Damtsa, Stella & Milidonis, Andreas & Stathopoulos, Konstantinos, 2019. "National culture and bank risk-taking," Journal of Financial Stability, Elsevier, vol. 40(C), pages 132-143.
    5. Vasiliki MAKRI & Konstantinos PAPADATOS, 2016. "Determinants Of Loan Quality: Lessons From Greek Cooperative Banks," Review of Economic and Business Studies, Alexandru Ioan Cuza University, Faculty of Economics and Business Administration, issue 17, pages 115-140, June.
    6. Ruba Bsoul & Maysa’a Milhem & Mahmoud Odat, 2022. "Determinants of Banks’ Credit Risk: Evidence from Jordanian Banks Listed on Amman Stock Exchange," Academic Journal of Interdisciplinary Studies, Richtmann Publishing Ltd, vol. 11, September.
    7. Mwinlaaru, Peter Yeltulme & Ofori, Isaac Kwesi & Adiyiah, Kwadwo Agyeman & Idun, Anthony Adu-Asare, 2016. "Non-Performing Loans and Universal Bank’s Profitability," MPRA Paper 82902, University Library of Munich, Germany.

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    More about this item

    Keywords

    Credit risk; loan loss provisions; Greek banking system; accounting information and macroeconomic environment; GMM;
    All these keywords.

    JEL classification:

    • E44 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Financial Markets and the Macroeconomy
    • G20 - Financial Economics - - Financial Institutions and Services - - - General
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages

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