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Assessing optimal credit growth for an emerging banking system

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  • Jakubik, Petr
  • Moinescu, Bogdan

Abstract

The paper sets forth a novel way to estimate the optimal level of credit growth for an emerging banking system. Contrary to the traditional credit-to-GDP gap indicator, credit growth is considered to be optimal when it does not accelerate credit risk measured by loan loss provisions. We provide empirical support for modelling the provision charge ratio dynamic by the quadratic function of the credit growth deviation from its optimal level. The operational framework consists of a simplified financial satellite with two equations representing credit growth and change in the provision charge ratio. Our empirical results show that a 3 percent (±1pp margin) quarterly increase in credit to the private sector is, in nominal terms, optimal for financial stability and sustainable growth in Romania.

Suggested Citation

  • Jakubik, Petr & Moinescu, Bogdan, 2015. "Assessing optimal credit growth for an emerging banking system," Economic Systems, Elsevier, vol. 39(4), pages 577-591.
  • Handle: RePEc:eee:ecosys:v:39:y:2015:i:4:p:577-591
    DOI: 10.1016/j.ecosys.2015.01.004
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    1. Cottarelli, Carlo & Dell'Ariccia, Giovanni & Vladkova-Hollar, Ivanna, 2005. "Early birds, late risers, and sleeping beauties: Bank credit growth to the private sector in Central and Eastern Europe and in the Balkans," Journal of Banking & Finance, Elsevier, vol. 29(1), pages 83-104, January.
    2. Jean Pisani-Ferry & Pavle Petrovic & Michael A Landesmann & Vladimir Gligorov & Daniel Daianu & Torbjörn Becker & Zsolt Darvas & André Sapir & Beatrice Weder di Mauro, . "Whither growth in central and eastern Europe? Policy lessons for an integrated Europe," Blueprints, Bruegel, number 453, December.
    3. Peter Backé & Balázs Égert, 2006. "Credit Growth in Central and Eastern Europe: New (Over)Shooting Stars?," Focus on European Economic Integration, Oesterreichische Nationalbank (Austrian Central Bank), issue 1, pages 112-139.
    4. Égert, Balázs & Backé, Peter & Zumer, Tina, 2006. "Credit growth in Central and Eastern Europe: new (over)shooting stars?," Working Paper Series 687, European Central Bank.
    5. Psillaki, Maria & Tsolas, Ioannis E. & Margaritis, Dimitris, 2010. "Evaluation of credit risk based on firm performance," European Journal of Operational Research, Elsevier, vol. 201(3), pages 873-881, March.
    6. Yener Altunbas & Leonardo Gambacorta & David Marques-Ibanez, 2010. "Does monetary policy affect bank risk-taking?," BIS Working Papers 298, Bank for International Settlements.
    7. Adam Gersl & Jakub Seidler, 2011. "Excessive Credit Growth as an Indicator of Financial (In)Stability and its Use in Macroprudential Policy," Occasional Publications - Chapters in Edited Volumes, in: CNB Financial Stability Report 2010/2011, chapter 0, pages 112-122, Czech National Bank.
    8. Adam Gersl & Petr Jakubik, 2010. "Procyclicality of the Financial System and Simulation of the Feedback Effect," Occasional Publications - Chapters in Edited Volumes, in: CNB Financial Stability Report 2009/2010, chapter 0, pages 110-119, Czech National Bank.
    9. Dell'Ariccia, Giovanni & Detragiache, Enrica & Rajan, Raghuram, 2008. "The real effect of banking crises," Journal of Financial Intermediation, Elsevier, vol. 17(1), pages 89-112, January.
    10. repec:zbw:bofrdp:2004_018 is not listed on IDEAS
    11. Claudio Borio & Craig Furfine & Philip Lowe, 2001. "Procyclicality of the financial system and financial stability: issues and policy options," BIS Papers chapters, in: Bank for International Settlements (ed.), Marrying the macro- and micro-prudential dimensions of financial stability, volume 1, pages 1-57, Bank for International Settlements.
    12. Òscar Jordà & Moritz Schularick & Alan M Taylor, 2011. "Financial Crises, Credit Booms, and External Imbalances: 140 Years of Lessons," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 59(2), pages 340-378, June.
    13. Fu, Bo & Wang, Wenbin & Shi, Xin, 2012. "A risk analysis based on a two-stage delayed diagnosis regression model with application to chronic disease progression," European Journal of Operational Research, Elsevier, vol. 218(3), pages 847-855.
    14. Ceyla Pazarbasioglu & Miss Gudrun Johnsen & Mr. Paul Louis Ceriel Hilbers & Ms. Inci Ötker, 2005. "Assessing and Managing Rapid Credit Growth and the Role of Supervisory and Prudential Policies," IMF Working Papers 2005/151, International Monetary Fund.
    15. João Fernandes, 2005. "Corporate Credit Risk Modeling: Quantitative Rating System And Probability Of Default Estimation," Finance 0505013, University Library of Munich, Germany.
    16. Altunbas, Yener & Gambacorta, Leonardo & Marques-Ibanez, David, 2010. "Bank risk and monetary policy," Journal of Financial Stability, Elsevier, vol. 6(3), pages 121-129, September.
    17. Gergely Kiss & Márton Nagy & Balázs Vonnák, 2006. "Credit Growth in Central and Eastern Europe: Convergence or Boom?," MNB Working Papers 2006/10, Magyar Nemzeti Bank (Central Bank of Hungary).
    18. Claudio Borio & Mathias Drehmann, 2009. "Assessing the risk of banking crises - revisited," BIS Quarterly Review, Bank for International Settlements, March.
    19. Xu, Zhou, 2012. "A strongly polynomial FPTAS for the symmetric quadratic knapsack problem," European Journal of Operational Research, Elsevier, vol. 218(2), pages 377-381.
    20. Härdle, Wolfgang Karl & Moro, Rouslan A. & Schäfer, Dorothea, 2007. "Estimating probabilities of default with support vector machines," Discussion Paper Series 2: Banking and Financial Studies 2007,18, Deutsche Bundesbank.
    21. Patrick Royston & Douglas G. Altman, 1994. "Regression Using Fractional Polynomials of Continuous Covariates: Parsimonious Parametric Modelling," Journal of the Royal Statistical Society Series C, Royal Statistical Society, vol. 43(3), pages 429-453, September.
    22. Dermine, J. & Neto de Carvalho, C., 2008. "Bank loan-loss provisioning, central bank rules vs. estimation: The case of Portugal," Journal of Financial Stability, Elsevier, vol. 4(1), pages 1-22, April.
    23. Mathias Drehmann & Claudio Borio & Kostas Tsatsaronis, 2011. "Anchoring Countercyclical Capital Buffers: The role of Credit Aggregates," International Journal of Central Banking, International Journal of Central Banking, vol. 7(4), pages 189-240, December.
    24. Petr Jakubik & Christian Schmieder, 2008. "Stress Testing Credit Risk: Is the Czech Republic Different from Germany?," Working Papers 2008/9, Czech National Bank.
    25. Westgaard, Sjur & van der Wijst, Nico, 2001. "Default probabilities in a corporate bank portfolio: A logistic model approach," European Journal of Operational Research, Elsevier, vol. 135(2), pages 338-349, December.
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    3. Almir ALIHODŽIĆ & İbrahim Halil EKŞİ, 2018. "Credit growth and non-performing loans: evidence from Turkey and some Balkan countries," Eastern Journal of European Studies, Centre for European Studies, Alexandru Ioan Cuza University, vol. 9, pages 229-249, December.
    4. CIMPOERU Smaranda, 2016. "European Economies Facing The Global Financial Crisis: Are Emerging Economies More Vulnerable Than Advanced Ones?," Revista Economica, Lucian Blaga University of Sibiu, Faculty of Economic Sciences, vol. 68(2), pages 69-85, September.
    5. Frantisek Brazdik & Jan Bruha & Michal Franta & David Havrlant & Tibor Hledik & Tomas Holub & Zuzana Humplova & Frantisek Kopriva & Jiri Polansky & Marek Rusnak & Jaromir Tonner, 2015. "Forecasting," Occasional Publications - Edited Volumes, Czech National Bank, edition 1, volume 13, number rb13/1 edited by Jan Babecky & Kamil Galuscak, January.
    6. Kamil Galuscak & Ivan Sutoris & Oxana Babecka Kucharcukova & Jan Bruha & Filip Novotny & Volha Audzei & Frantisek Brazdik, 2017. "Trade and External Relations," Occasional Publications - Edited Volumes, Czech National Bank, edition 1, volume 15, number rb15/1 edited by Jan Babecky & Jan Bruha, January.
    7. Miroslav Plasil & Jakub Seidler & Petr Hlavac & Volha Audzei & Jakub Mateju & Michal Kejak & Simona Malovana & Jan Frait, 2016. "Financial Cycles and Macroprudential and Monetary Policies," Occasional Publications - Edited Volumes, Czech National Bank, edition 2, volume 14, number rb14/2 edited by Jan Babecky & Michal Hlavacek, January.
    8. Koong, Seow Shin & Law, Siong Hook & Ibrahim, Mansor H., 2017. "Credit expansion and financial stability in Malaysia," Economic Modelling, Elsevier, vol. 61(C), pages 339-350.
    9. Shakeel Ahmed & M. Ejaz Majeed & Eleftherios Thalassinos & Yannis Thalassinos, 2021. "The Impact of Bank Specific and Macro-Economic Factors on Non-Performing Loans in the Banking Sector: Evidence from an Emerging Economy," JRFM, MDPI, vol. 14(5), pages 1-14, May.
    10. Jan Bruha & Jaromir Tonner & Mojmir Hampl & Tomas Havranek & Mirko Djukic & Tibor Hledik & Jiri Polansky & Ljubica Trajcev & Jan Vlcek & Ruslan Aliyev & Dana Hajkova & Ivana Kubicova, 2017. "Effects of Monetary Policy," Occasional Publications - Edited Volumes, Czech National Bank, edition 2, volume 15, number rb15/2 edited by Jan Babecky & Michal Franta & Jan Bruha, January.
    11. Morakinyo Akinola & Muller Colette & Sibanda Mabutho, 2018. "Non-Performing Loans, Banking System and Macroeconomy," Studia Universitatis Babeș-Bolyai Oeconomica, Sciendo, vol. 63(2), pages 67-86, August.
    12. Michal Andrle & Oxana Babecka Kucharcukova & Jaromir Baxa & Jan Bruha & Peter Claeys & Jan Filacek & Jakub Mateju & Miroslav Plasil & Serhat Solmaz & Borek Vasicek, 2015. "Monetary Policy Challenges in a Low-Inflation Environment," Occasional Publications - Edited Volumes, Czech National Bank, edition 2, volume 13, number rb13/2 edited by Jan Babecky & Michal Franta, January.
    13. Jan Bruha & Jiri Polansky & Jaromir Tonner & Stanislav Tvrz & Osvald Vasicek & Jan Babecky & Kamil Galuscak & Lubomir Lizal & Diana Zigraiova, 2016. "Topics in Labour Markets," Occasional Publications - Edited Volumes, Czech National Bank, edition 1, volume 14, number rb14/1 edited by Jan Babecky, January.

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    More about this item

    Keywords

    Operational research in banking; Optimal credit growth; Risk analysis; Financial stability; Quadratic variable systems dynamics;
    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
    • E32 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Business Fluctuations; Cycles
    • E44 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Financial Markets and the Macroeconomy
    • E47 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Forecasting and Simulation: Models and Applications
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages

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