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How Serious is India’s Nonperforming Assets Crisis? A Structural Satellite Version of the Financial-Macroeconometric Model

Author

Listed:
  • Nithin Mani

    (Indian Institute of Technology Kharagpur)

  • Alok Kumar Mishra

    (University of Hyderabad)

  • Jijin Pandikasala

    (Madras Institute of Development Studies (MIDS), Gandhi Nagar)

Abstract

This paper develops a Structural Satellite version of the Financial-Macroeconometric Model of India (SSFMMI) to examine whether the surge in Nonperforming Assets (NPAs) in Indian Public Sector Banks (PSUs) post-2015 is due to macroeconomic shocks or better classification of loans and cleaning of bank balance sheets. Specifically, the paper analyses the impact of a rainfall shock, domestic food price shock, world oil price shock, fiscal shock, and monetary shock using counterfactual policy simulations and an out-of-sample forecasting framework to validate the impact of these macroeconomic shocks on NPA levels. The paper's outcomes suggest that the late surges in NPAs are not due to macroeconomic shocks and, therefore, that Indian banks are resilient to such shocks. However, the study reveals that the rise in domestic fuel prices and world food prices can cause a surge in NPAs levels.

Suggested Citation

  • Nithin Mani & Alok Kumar Mishra & Jijin Pandikasala, 2023. "How Serious is India’s Nonperforming Assets Crisis? A Structural Satellite Version of the Financial-Macroeconometric Model," Asia-Pacific Financial Markets, Springer;Japanese Association of Financial Economics and Engineering, vol. 30(4), pages 761-794, December.
    • Handle: RePEc:kap:apfinm:v:30:y:2023:i:4:d:10.1007_s10690-023-09397-9
    DOI: 10.1007/s10690-023-09397-9
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    1. Narcise Amin Rashti & Ebrahim Siami Araghi & Mahdi Shayeste, 2014. "Relationship Between Financial Development and Economic Growth, Evidence from Financial Crisis," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 4(7), pages 930-940.
    2. Singh, Sanjay & Majumdar, S., 2013. "Macro Stress Testing for Indian Banking: VAR Approach," Indian Economic Review, Department of Economics, Delhi School of Economics, vol. 48(2), pages 275-296.
    3. Dr. Pradip Kumar Biswas & Ashis Taru Deb, 2004. "Determinants of NPAs in the Indian Public Sector Banks: A Critique of Policy Reforms," The IUP Journal of Bank Management, IUP Publications, vol. 0(3), pages 11-41, August.
    4. Dua, Pami & Kapur, Hema, 2018. "Macro stress testing and resilience assessment of Indian banking," Journal of Policy Modeling, Elsevier, vol. 40(2), pages 452-475.
    5. Singh, Balwant, 2005. "A forecasting and policy simulation oriented small macro-model for the Indian economy," Journal of Policy Modeling, Elsevier, vol. 27(9), pages 1025-1049, December.
    6. Carmen M. Reinhart & Graciela L. Kaminsky, 1999. "The Twin Crises: The Causes of Banking and Balance-of-Payments Problems," American Economic Review, American Economic Association, vol. 89(3), pages 473-500, June.
    7. 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.
    8. Beck, Roland & Jakubik, Petr & Piloiu, Anamaria, 2013. "Non-performing loans: what matters in addition to the economic cycle?," Working Paper Series 1515, European Central Bank.
    9. Sreejata Banerjee & Divya Murali, 2015. "Stress Test of Banks in India: A VAR Approach," Working Papers 2015-102, Madras School of Economics,Chennai,India.
    10. Niyogi Sinha Roy, Tanima & Bhattacharya, Basabi, 2011. "Macroeconomic Stress Testing and the Resilience of the Indian Banking System: A Focus on Credit Risk," MPRA Paper 30263, University Library of Munich, Germany.
    11. Narcise Amin Rashti & Ebrahim Siami Araghi & Mahdi Shayeste, 2014. "Relationship Between Financial Development and Economic Growth, Evidence from Financial Crisis," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 4(7), pages 930-940, July.
    12. Pesola, Jarmo, 2001. "The role of macroeconomic shocks in banking crises," Research Discussion Papers 6/2001, Bank of Finland.
    13. Philip Arestis & Georgios Chortareas & Georgios Magkonis, 2015. "The Financial Development And Growth Nexus: A Meta-Analysis," Journal of Economic Surveys, Wiley Blackwell, vol. 29(3), pages 549-565, July.
    14. Swamy, Vighneswara, 2012. "Impact of Macroeconomic and Endogenous Factors on Non-Performing Bank Assets," MPRA Paper 47517, University Library of Munich, Germany.
    15. Rajeswari Sengupta & Harsh Vardhan, 2017. "Non-performing assets in Indian Banks: This time it is different," Indira Gandhi Institute of Development Research, Mumbai Working Papers 2017-019, Indira Gandhi Institute of Development Research, Mumbai, India.
    16. Oliver Hart & John Moore, 1994. "A Theory of Debt Based on the Inalienability of Human Capital," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(4), pages 841-879.
    17. 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.
    18. Bruna Škarica, 2013. "Determinants of Non-Performing Loans in Central and Eastern European Countries," EFZG Working Papers Series 1307, Faculty of Economics and Business, University of Zagreb.
    19. Santosh Kumar Das & Khushboo Uppal, 2021. "NPAs and profitability in Indian banks: an empirical analysis," Future Business Journal, Springer, vol. 7(1), pages 1-9, December.
    20. Pami Dua & Hema Kapur, 2017. "Macro Stress Testing of Indian Bank Groups," Margin: The Journal of Applied Economic Research, National Council of Applied Economic Research, vol. 11(4), pages 375-403, November.
    21. Pesola, Jarmo, 2001. "The role of macroeconomic shocks in banking crises," Bank of Finland Research Discussion Papers 6/2001, Bank of Finland.
    22. Nir Klein, 2013. "Non-Performing Loans in CESEE: Determinants and Impact on Macroeconomic Performance," IMF Working Papers 2013/072, International Monetary Fund.
    23. repec:zbw:bofrdp:2001_006 is not listed on IDEAS
    24. Ghosh, Saibal & Narain, Aditya & Kannan, R, 2001. "Determinants of net interest margin under regulatory requirements: an econometric study," MPRA Paper 33302, University Library of Munich, Germany.
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    More about this item

    Keywords

    NPAs; Macroeconomic Shocks; Structural financial macroeconometric model; Gauss-sidel algorithm; Simulations; Securitisation; Global financial crisis; Financial depth;
    All these keywords.

    JEL classification:

    • C53 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Forecasting and Prediction Models; Simulation Methods
    • E1 - Macroeconomics and Monetary Economics - - General Aggregative Models
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages

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