IDEAS home Printed from https://ideas.repec.org/p/ind/igiwpp/2017-014.html
   My bibliography  Save this paper

Slowdown in bank credit growth: Aggregate demand or bank non-performing assets?

Author

Listed:
  • Ashima Goyal

    (Indira Gandhi Institute of Development Research)

  • Akhilesh Verma

    (Indira Gandhi Institute of Development Research)

Abstract

This paper tests the bank lending channel against the aggregate demand channel as an explanation for slow credit growth by estimating the determinants of credit and of non- performing assets (NPAs) using three types of data sets: a quarterly macroeconomic time series, a bank panel on advances and NPAs and a firm level panel. The results suggest demand was and remains the key constraint for credit. Only demand variables affected corporate credit for a broad set of firms-sales and inventory were the only significant variables. Only for a subset of indebted firms in a difference-in-difference type analysis, did lagged credit and assets reduce credit, even so sales remained the dominant variable. From the bank panel gross NPAs did not have a negative effect on advances but the Asset Quality Review did have a strong negative effect. NPAs fell with growth, increased with repo rates and with past advances Therefore, while high interest rates and low growth raised NPAs, so did past credit. If the priority is to revive assets and get credit flowing again, the valuable deadline imposed by the new bankruptcy code must be supported by flexibility in restructuring, funds infusion in PSBs, and easing of macroeconomic conditions.

Suggested Citation

  • Ashima Goyal & Akhilesh Verma, 2017. "Slowdown in bank credit growth: Aggregate demand or bank non-performing assets?," Indira Gandhi Institute of Development Research, Mumbai Working Papers 2017-014, Indira Gandhi Institute of Development Research, Mumbai, India.
  • Handle: RePEc:ind:igiwpp:2017-014
    as

    Download full text from publisher

    File URL: http://www.igidr.ac.in/pdf/publication/WP-2017-014.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. 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.
    2. Kiyotaki, Nobuhiro & Moore, John, 1997. "Credit Cycles," Journal of Political Economy, University of Chicago Press, vol. 105(2), pages 211-248, April.
    3. 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.
    4. Asea, Patrick K. & Blomberg, Brock, 1998. "Lending cycles," Journal of Econometrics, Elsevier, vol. 83(1-2), pages 89-128.
    5. Saunders, Anthony & Strock, Elizabeth & Travlos, Nickolaos G, 1990. "Ownership Structure, Deregulation, and Bank Risk Taking," Journal of Finance, American Finance Association, vol. 45(2), pages 643-654, June.
    6. Raghuram G. Rajan, 1994. "Why Bank Credit Policies Fluctuate: A Theory and Some Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(2), pages 399-441.
    7. Ashima Goyal, 2014. "Banks, policy, and risks: how emerging markets differ," International Journal of Public Policy, Inderscience Enterprises Ltd, vol. 10(1/2/3), pages 4-26.
    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. Jimenez, Gabriel & Salas, Vicente & Saurina, Jesus, 2006. "Determinants of collateral," Journal of Financial Economics, Elsevier, vol. 81(2), pages 255-281, August.
    10. 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.
    11. Swamy, Vighneswara & S, Sreejesh, 2012. "Financial Instability, Uncertainty and Banks’ Lending Behaviour," MPRA Paper 47518, University Library of Munich, Germany.
    12. Berger, Allen N. & Udell, Gregory F., 2004. "The institutional memory hypothesis and the procyclicality of bank lending behavior," Journal of Financial Intermediation, Elsevier, vol. 13(4), pages 458-495, October.
    13. 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.
    14. Davis, E. Philip & Zhu, Haibin, 2011. "Bank lending and commercial property cycles: Some cross-country evidence," Journal of International Money and Finance, Elsevier, vol. 30(1), pages 1-21, February.
    15. Adrian, Tobias & Shin, Hyun Song, 2010. "Liquidity and leverage," Journal of Financial Intermediation, Elsevier, vol. 19(3), pages 418-437, July.
    16. Mr. Reinout De Bock & Mr. Alexander Demyanets, 2012. "Bank Asset Quality in Emerging Markets: Determinants and Spillovers," IMF Working Papers 2012/071, International Monetary Fund.
    17. Bruna Skarica, 2014. "Determinants of non-performing loans in Central and Eastern European countries," Financial Theory and Practice, Institute of Public Finance, vol. 38(1), pages 37-59.
    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.
    19. Giovanni Dell'Ariccia & Pietro Garibaldi, 2005. "Gross Credit Flows," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 72(3), pages 665-685.
    20. William R. Keeton, 1999. "Does faster loan growth lead to higher loan losses?," Economic Review, Federal Reserve Bank of Kansas City, vol. 84(Q II), pages 57-75.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Ashima Goyal, 2020. "Post Covid-19: recovering and sustaining India’s growth," Indian Economic Review, Springer, vol. 55(1), pages 161-181, November.
    2. Das, Abhiman & Mohapatra, Sanket & Nigania, Akshita, 2022. "State-owned banks and credit allocation in India: Evidence from an asset quality review," IIMA Working Papers WP 2022-02-01, Indian Institute of Management Ahmedabad, Research and Publication Department.
    3. Ashima Goyal, 2018. "The Growth slowdown and the working of inflation targeting in India," Indira Gandhi Institute of Development Research, Mumbai Working Papers 2018-007, Indira Gandhi Institute of Development Research, Mumbai, India.
    4. Aswini Kumar Mishra & Shikhar Jain & Mohammad Abid & Manogna R L, 2021. "Macro‐economic determinants of non‐performing assets in the Indian banking system: A panel data analysis," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 26(3), pages 3819-3834, July.
    5. Ashima Goyal, 2023. "Lessons from outperformance in the Indian financial sector," Global Policy, London School of Economics and Political Science, vol. 14(5), pages 805-817, November.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Pallavi Chavan & Leonardo Gambacorta, 2016. "Bank lending and loan quality: the case of India," BIS Working Papers 595, Bank for International Settlements.
    2. 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.
    3. 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.
    4. Pallavi Chavan & Leonardo Gambacorta, 2019. "Bank lending and loan quality: an emerging economy perspective," Empirical Economics, Springer, vol. 57(1), pages 1-29, July.
    5. Ghosh, Amit, 2017. "Sector-specific analysis of non-performing loans in the US banking system and their macroeconomic impact," Journal of Economics and Business, Elsevier, vol. 93(C), pages 29-45.
    6. Ghosh, Saibal, 2019. "Loan delinquency in banking systems: How effective are credit reporting systems?," Research in International Business and Finance, Elsevier, vol. 47(C), pages 220-236.
    7. Gulati, Rachita & Goswami, Anju & Kumar, Sunil, 2019. "What drives credit risk in the Indian banking industry? An empirical investigation," Economic Systems, Elsevier, vol. 43(1), pages 42-62.
    8. Muhammad Umar & Gang Sun, 2016. "Non-performing loans (NPLs), liquidity creation, and moral hazard: Case of Chinese banks," China Finance and Economic Review, Springer, vol. 4(1), pages 1-23, December.
    9. Gamze Öztürk DANIŞMAN, 2018. "Determinants of Bank Stability: A Financial Statement Analysis of Turkish Banks," Sosyoekonomi Journal, Sosyoekonomi Society, issue 26(38).
    10. Louhichi, Awatef & Boujelbene, Younes, 2016. "Credit risk, managerial behaviour and macroeconomic equilibrium within dual banking systems: Interest-free vs. interest-based banking industries," Research in International Business and Finance, Elsevier, vol. 38(C), pages 104-121.
    11. Maryem Naili & Younes Lahrichi, 2022. "The determinants of banks' credit risk: Review of the literature and future research agenda," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 27(1), pages 334-360, January.
    12. Athanasoglou, Panayiotis P. & Daniilidis, Ioannis & Delis, Manthos D., 2014. "Bank procyclicality and output: Issues and policies," Journal of Economics and Business, Elsevier, vol. 72(C), pages 58-83.
    13. Faiçal Belaid, 2014. "Loan quality determinants: evaluating the contribution of bank-specific variables, macroeconomic factors and firm level information," IHEID Working Papers 04-2014, Economics Section, The Graduate Institute of International Studies.
    14. Tajik, Mohammad & Aliakbari, Saeideh & Ghalia, Thaana & Kaffash, Sepideh, 2015. "House prices and credit risk: Evidence from the United States," Economic Modelling, Elsevier, vol. 51(C), pages 123-135.
    15. Teodor Hada & Nicoleta Bărbuță-Mișu & Iulia Cristina Iuga & Dorin Wainberg, 2020. "Macroeconomic Determinants of Nonperforming Loans of Romanian Banks," Sustainability, MDPI, vol. 12(18), pages 1-19, September.
    16. Ghosh, Saibal, 2018. "Bad luck, Bad policy or Bad banking? Understanding the financial management behavior of MENA banks," Journal of Multinational Financial Management, Elsevier, vol. 47, pages 110-128.
    17. Jordan Kjosevski & Mihail Petkovski, 2021. "Macroeconomic and bank-specific determinants of non-performing loans: the case of baltic states," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 48(4), pages 1009-1028, November.
    18. Cicchiello, Antonella Francesca & Cotugno, Matteo & Perdichizzi, Salvatore & Torluccio, Giuseppe, 2022. "Do capital buffers matter? Evidence from the stocks and flows of nonperforming loans," International Review of Financial Analysis, Elsevier, vol. 84(C).
    19. 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.
    20. Škrabić Perić, Blanka & Rimac Smiljanić, Ana & Aljinović, Zdravka, 2018. "Credit risk of subsidiaries of foreign banks in CEE countries: Impacts of the parent bank and home country economic environment," The North American Journal of Economics and Finance, Elsevier, vol. 46(C), pages 49-69.

    More about this item

    Keywords

    Credit slowdown; aggregate demand; bank lending; non-performing assets; firm debt;
    All these keywords.

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • E51 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Money Supply; Credit; Money Multipliers

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:ind:igiwpp:2017-014. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Shamprasad M. Pujar (email available below). General contact details of provider: https://edirc.repec.org/data/igidrin.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.