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Determinants of nonperforming assets-bank-specific and macroeconomic factors: A panel data analysis of different group of commercial banks operating in India

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  • Biswajit PATRA

    (Indian Institute of Technology Bombay, India)

  • Puja PADHI

    (Indian Institute of Technology Bombay, India)

Abstract

This paper examines the relationship between the Net Nonperforming Assets (NNPAs) and the factors influencing them (bank specific and macroeconomic) for different group of Indian commercial banks (State Bank of India and its associates, nationalised banks, private Banks, foreign banks) in a panel data framework. From the macroeconomic variables, two principal component series have been created; one is from the group of variables having positive correlation with the NNPAs and the other from the group of variables having negative correlation, for different type of banks. The linear and the dynamic panel regressions and further Impulse Response analysis have been carried out to check the linkages between the NNPAs with its determinants. The result shows that the impact of determinants on NNPAs varies for different group of banks as the banking practices and regulations vary among themselves. Indian banks got influenced more in comparison to the foreign banks with the change in macroeconomic conditions.

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  • Biswajit PATRA & Puja PADHI, 2016. "Determinants of nonperforming assets-bank-specific and macroeconomic factors: A panel data analysis of different group of commercial banks operating in India," Theoretical and Applied Economics, Asociatia Generala a Economistilor din Romania / Editura Economica, vol. 0(4(609), W), pages 215-236, Winter.
    • Handle: RePEc:agr:journl:v:xxiii:y:2016:i:4(609):p:215-236
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    as
    1. Dale F. Gray & Robert C. Merton & Zvi Bodie, 2007. "New Framework for Measuring and Managing Macrofinancial Risk and Financial Stability," NBER Working Papers 13607, National Bureau of Economic Research, Inc.
    2. Bernanke, Ben S. & Gertler, Mark & Gilchrist, Simon, 1999. "The financial accelerator in a quantitative business cycle framework," Handbook of Macroeconomics, in: J. B. Taylor & M. Woodford (ed.), Handbook of Macroeconomics, edition 1, volume 1, chapter 21, pages 1341-1393, Elsevier.
    3. Pestova Anna & Mamonov Mikhail, 2013. "Macroeconomic and bank?specific determinants of credit risk: evidence from Russia," EERC Working Paper Series 13/10e, EERC Research Network, Russia and CIS.
    4. Sah Bittu & Amit Kumar Dwivedi, 2012. "Determinants of credit risk in Indian banking sector: some panel results," International Journal of Business Continuity and Risk Management, Inderscience Enterprises Ltd, vol. 3(2), pages 178-185.
    5. 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.
    6. 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.
    7. 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.
    8. Roland Beck & Petr Jakubik & Anamaria Piloiu, 2015. "Key Determinants of Non-performing Loans: New Evidence from a Global Sample," Open Economies Review, Springer, vol. 26(3), pages 525-550, July.
    9. Zhang, Dayong & Cai, Jing & Dickinson, David G. & Kutan, Ali M., 2016. "Non-performing loans, moral hazard and regulation of the Chinese commercial banking system," Journal of Banking & Finance, Elsevier, vol. 63(C), pages 48-60.
    10. Jiri Podpiera & Ms. Inci Ötker, 2010. "The Fundamental Determinants of Credit Default Risk for European Large Complex Financial Institutions," IMF Working Papers 2010/153, International Monetary Fund.
    11. A Das & S Ghosh, 2007. "Determinants of Credit Risk in Indian State-owned Banks: An Empirical Investigation," Economic Issues Journal Articles, Economic Issues, vol. 12(2), pages 27-46, September.
    12. 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.
    13. Ghosh, Amit, 2015. "Banking-industry specific and regional economic determinants of non-performing loans: Evidence from US states," Journal of Financial Stability, Elsevier, vol. 20(C), pages 93-104.
    14. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    15. Bernardo Maggi & Marco Guida, 2011. "Modelling non-performing loans probability in the commercial banking system: efficiency and effectiveness related to credit risk in Italy," Empirical Economics, Springer, vol. 41(2), pages 269-291, October.
    16. Bruno Coric, 2011. "The financial accelerator effect: concept and challenges," Financial Theory and Practice, Institute of Public Finance, vol. 35(2), pages 171-196.
    17. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    18. Svetozar Tanasković & Maja Jandrić, 2015. "Macroeconomic and Institutional Determinants of Non-performing Loans," Journal of Central Banking Theory and Practice, Central bank of Montenegro, vol. 4(1), pages 47-62.
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