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20.04.2024 | Original Article

Identifying Financial Performance Drivers in the Indian Banking Sector During the COVID-19 Crisis

verfasst von: Anju Goswami, Pooja Malik

Erschienen in: Journal of Quantitative Economics

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Abstract

In order to shed light on the possible factors responsible for volatility in the financial performance of Indian banks, we primarily consider four novel variables in the study, including the COVID-19 crisis, NPLs, systemic risk, and government response. For this, we employ bank-level observations of 412 Indian commercial banks spanning 2018–2022. Using fixed-effects and 2SLS methods, we find that government response, COVID-19, and income diversification play a significant role in positively affecting the financial performance of Indian banks. However, non-performing loans, provisioning, systemic risk, and bank size are responsible for their poor performance. Projected macro-economic statistics suggest that the GDP growth rate and inflation have significantly increased the strength and resilience of Indian banks. The main evidence mainly supports the ‘bad-management, too-big-too-fail, and diversification opportunity’ hypotheses. The heterogeneity test and robustness check results are nearly identical to those reported in the main evidence. Overall, our findings reduce the concern of policymakers, though not completely eliminated, that tighter government regulation and provisioning for Indian banks may expedite the bank’s ability to withstand their credit risk, systemic risk, and exogenous shocks, which can lead to a rapid improvement in their performance.

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Fußnoten
1
The current study uses the terms "COVID-19 pandemic", "COVID-19 crisis" and "pandemic" interchangeably to refer to the economic/financial turmoil associated with COVID-19.
 
2
According to the report prepared by the Government of India (2022) and the Reserve Bank of India (2022) to encourage banks and inject additional money into the system, various initiatives include a 25 basis points (bps) cut in the reserve repo rate, raising repo rates by 50 basis points (bps) to 5.40 per cent from 5.15 per cent to fight inflation, COVID-19 provisions and introduction of new measures to take care of rising non-performing assets in India. Available at: https://​www.​rbi.​org.​in/​Scripts/​BS_​PressReleaseDisp​lay.​aspx?​prid=​54236.
 
3
Two-Stage least squares (2SLS) considers as an extensionn of the OLS method. It is usually use when the dependent variable's error terms are correlate with the independent variables (Chen and Gupta 2009; Tahir and Alam 2022; Burki and Tahir 2022).
 
4
Researchers (Berger and DeYoung 1997; Khemraj and Pasha 2009; Louzis et al. 2012; Messai and Jouini 2013; Khan et al. 2020; Goswami 2021; Goswami 2022; Cao and Chou 2022 among others) consider bank-specific factors (internal or controllable factors or idiosyncratic factors) to be microeconomy factors in the past few decades. Since the financial performance of banks can be affected by internal factors prevailing within an organization. Therefore, they are generally controllable in nature and are considered as micro-economic variables.
 
5
According to the Reserve Bank of India (2021a), PBR is defined as the ratio of market value of equity relative to the total book value of a firm.
 
Literatur
Zurück zum Zitat Abbas, F., and S. Ali. 2021. Dynamics of diversification and banks’ risk-taking and stability: Empirical analysis of commercial banks. Managerial and Decision Economics 43 (4): 1–15. Abbas, F., and S. Ali. 2021. Dynamics of diversification and banks’ risk-taking and stability: Empirical analysis of commercial banks. Managerial and Decision Economics 43 (4): 1–15.
Zurück zum Zitat Abdelsalam, O., M. Elnahass, H. Ahmed, and J. Williams. 2022. Asset securitizations and bank stability: Evidence from different banking systems. Global Finance Journal 51 (C): 100551.CrossRef Abdelsalam, O., M. Elnahass, H. Ahmed, and J. Williams. 2022. Asset securitizations and bank stability: Evidence from different banking systems. Global Finance Journal 51 (C): 100551.CrossRef
Zurück zum Zitat Acharya, V.V., R. Engle, and M. Richardson. 2012. Capital shortfall: A new approach to ranking and regulating systemic risks. American Economic Review 102 (3): 59–64.CrossRef Acharya, V.V., R. Engle, and M. Richardson. 2012. Capital shortfall: A new approach to ranking and regulating systemic risks. American Economic Review 102 (3): 59–64.CrossRef
Zurück zum Zitat Acharya, V.V., and N. Kulkarni. 2012. What saved the Indian banking system: State ownership or state guarantees? World Econnomic 35 (1): 19–31.CrossRef Acharya, V.V., and N. Kulkarni. 2012. What saved the Indian banking system: State ownership or state guarantees? World Econnomic 35 (1): 19–31.CrossRef
Zurück zum Zitat Acharya, V.V., L. Pedersen, T. Philippon, and M. Richardson. 2017. Measuring systemic risk. Review of Financial Studies 30 (1): 2–47.CrossRef Acharya, V.V., L. Pedersen, T. Philippon, and M. Richardson. 2017. Measuring systemic risk. Review of Financial Studies 30 (1): 2–47.CrossRef
Zurück zum Zitat Adrian, T., and M. Brunnermeier. 2009. CoVaR. Federal Reserve Bank of New York Staff Report 348: 1. Adrian, T., and M. Brunnermeier. 2009. CoVaR. Federal Reserve Bank of New York Staff Report 348: 1.
Zurück zum Zitat Adrian, T., and M. Brunnermeier. 2016. CoVaR. The American Economic Review 106 (7): 1705–1741.CrossRef Adrian, T., and M. Brunnermeier. 2016. CoVaR. The American Economic Review 106 (7): 1705–1741.CrossRef
Zurück zum Zitat Ahmad, N.H., and M. Ariff. 2007. Multi-country study of bank credit risk determinants. International Journal of Banking Finance 5 (1): 135–152. Ahmad, N.H., and M. Ariff. 2007. Multi-country study of bank credit risk determinants. International Journal of Banking Finance 5 (1): 135–152.
Zurück zum Zitat Aiyar, M.S., M.W. Bergthaler, J.M. Garrido, M.A. Ilyina, A. Jobst, M.K.H. Kang, and M.M. Moretti. 2015. A Strategy for resolving Europe’s problem loans. International Monetary Fund 2015: 1. Aiyar, M.S., M.W. Bergthaler, J.M. Garrido, M.A. Ilyina, A. Jobst, M.K.H. Kang, and M.M. Moretti. 2015. A Strategy for resolving Europe’s problem loans. International Monetary Fund 2015: 1.
Zurück zum Zitat Al-Awadhi, A.M., K. Alsaifi, A. Al-Awadhi, and S. Alhammadi. 2020. Death and contagious infectious diseases: Impact of the COVID-19 virus on stock market returns. Journal of Behavioral and Experimental Finance 27: 100326.CrossRef Al-Awadhi, A.M., K. Alsaifi, A. Al-Awadhi, and S. Alhammadi. 2020. Death and contagious infectious diseases: Impact of the COVID-19 virus on stock market returns. Journal of Behavioral and Experimental Finance 27: 100326.CrossRef
Zurück zum Zitat Alhassan, A.L., A.K. Coleman, and C. Andoh. 2014. Asset quality in a crisis period: An empirical examination of Ghanaian banks. Review of Development Finance 4 (1): 50–62.CrossRef Alhassan, A.L., A.K. Coleman, and C. Andoh. 2014. Asset quality in a crisis period: An empirical examination of Ghanaian banks. Review of Development Finance 4 (1): 50–62.CrossRef
Zurück zum Zitat Al-Musali, M.A.K., and K.N.I.K. Ismail. 2014. Intellectual capital and its effect on financial performance of banks: Evidence from Saudi Arabia. Procedia-Social and Behavioral Sciences 2014: 1. Al-Musali, M.A.K., and K.N.I.K. Ismail. 2014. Intellectual capital and its effect on financial performance of banks: Evidence from Saudi Arabia. Procedia-Social and Behavioral Sciences 2014: 1.
Zurück zum Zitat Altunbas, Y., S. Carbo, E. Gardener, and P. Molyneux. 2007. Examining the relationships between capital, risk and efficiency in European banking. European Financial Management. 13 (1): 49–70.CrossRef Altunbas, Y., S. Carbo, E. Gardener, and P. Molyneux. 2007. Examining the relationships between capital, risk and efficiency in European banking. European Financial Management. 13 (1): 49–70.CrossRef
Zurück zum Zitat Ari, A., S. Chen, and L. Ratnovski. 2021. The dynamics of non-performing loans during banking crises: A new database with post-COVID-19 implications. Journal of Banking and Finance 133: 106140.CrossRef Ari, A., S. Chen, and L. Ratnovski. 2021. The dynamics of non-performing loans during banking crises: A new database with post-COVID-19 implications. Journal of Banking and Finance 133: 106140.CrossRef
Zurück zum Zitat Arora, P., N. Saini, H. Arora, J. Meitei, and A. Goswami. 2022. Assessing asset quality using bank specific and macro linkages of non-performing assets: Case of public sector banks in India’. International Journal of Indian Culture and Business Management 29 (2): 151–167.CrossRef Arora, P., N. Saini, H. Arora, J. Meitei, and A. Goswami. 2022. Assessing asset quality using bank specific and macro linkages of non-performing assets: Case of public sector banks in India’. International Journal of Indian Culture and Business Management 29 (2): 151–167.CrossRef
Zurück zum Zitat Augustin, P., V. Sokolovski, M.G. Subrahmanyam, and D. Tomio. 2022. In sickness and in debt: The COVID-19 impact on sovereign credit risk. Journal of Financial Economics 143 (3): 1251–1274.CrossRef Augustin, P., V. Sokolovski, M.G. Subrahmanyam, and D. Tomio. 2022. In sickness and in debt: The COVID-19 impact on sovereign credit risk. Journal of Financial Economics 143 (3): 1251–1274.CrossRef
Zurück zum Zitat Baltagi, B.H. 2014. Panel data and difference-in-difference estimation. Encyclopedia of Health Economics 2014: 1. Baltagi, B.H. 2014. Panel data and difference-in-difference estimation. Encyclopedia of Health Economics 2014: 1.
Zurück zum Zitat Baltagi, B.H., Q. Feng, and C. Kao. 2012. A Lagrange Multiplier test for cross-sectional dependence in a fixed effects panel data model. Journal of Econometrics 170 (1): 164–177.CrossRef Baltagi, B.H., Q. Feng, and C. Kao. 2012. A Lagrange Multiplier test for cross-sectional dependence in a fixed effects panel data model. Journal of Econometrics 170 (1): 164–177.CrossRef
Zurück zum Zitat Bardhan, S., and V. Mukherjee. 2016. Bank-specific determinants of nonperforming assets of Indian banks. International Economics and Economic Policy 13 (3): 483–498.CrossRef Bardhan, S., and V. Mukherjee. 2016. Bank-specific determinants of nonperforming assets of Indian banks. International Economics and Economic Policy 13 (3): 483–498.CrossRef
Zurück zum Zitat Barro, R.J., J.F. Ursúa, and J. Weng. 2020. The coronavirus and the great influenza pandemic: Lessons from the “Spanish flu” for the coronavirus’s potential effects on mortality and economic activity. Working paper, National Bureau of Economic Research No. w26866. Barro, R.J., J.F. Ursúa, and J. Weng. 2020. The coronavirus and the great influenza pandemic: Lessons from the “Spanish flu” for the coronavirus’s potential effects on mortality and economic activity. Working paper, National Bureau of Economic Research No. w26866.
Zurück zum Zitat Bartik, A.W., M. Bertrand, Z.B. Cullen, E.L. Glaeser, M. Luca, and C.T. Stanton. 2020. How are small businesses adjusting to COVID-19? Early evidence from a survey. Working paper, National Bureau of Economic Research No. w26989. Bartik, A.W., M. Bertrand, Z.B. Cullen, E.L. Glaeser, M. Luca, and C.T. Stanton. 2020. How are small businesses adjusting to COVID-19? Early evidence from a survey. Working paper, National Bureau of Economic Research No. w26989.
Zurück zum Zitat Baselga-Pascual, L., A. Trujillo-Ponce, and C. Cardone-Riportella. 2015. Factors influencing bank risk in Europe: Evidence from the financial crisis. North-American Journal of Economics and Finance 34: 138–166.CrossRef Baselga-Pascual, L., A. Trujillo-Ponce, and C. Cardone-Riportella. 2015. Factors influencing bank risk in Europe: Evidence from the financial crisis. North-American Journal of Economics and Finance 34: 138–166.CrossRef
Zurück zum Zitat Batir, T.E., D.A. Volkman, and B. Gungor. 2017. Determinants of bank efficiency in Turkey: Participation banks versus conventional banks. Borsa Instabul Review 17 (2): 86–96.CrossRef Batir, T.E., D.A. Volkman, and B. Gungor. 2017. Determinants of bank efficiency in Turkey: Participation banks versus conventional banks. Borsa Instabul Review 17 (2): 86–96.CrossRef
Zurück zum Zitat Bawa, J.K., V. Goyal, S.K. Mitra, and S. Basu. 2019. An analysis of NPAs of Indian banks: Using a comprehensive framework of 31 financial ratios. IIMB Management Review. 31 (1): 51–62.CrossRef Bawa, J.K., V. Goyal, S.K. Mitra, and S. Basu. 2019. An analysis of NPAs of Indian banks: Using a comprehensive framework of 31 financial ratios. IIMB Management Review. 31 (1): 51–62.CrossRef
Zurück zum Zitat Beck, R., P. Jakubik, and A. Piloiu. 2013. Non-performing loans: what matter in addition to the economic cycle. European Central Bank Working Paper Series 1515. pp. 1–32. Beck, R., P. Jakubik, and A. Piloiu. 2013. Non-performing loans: what matter in addition to the economic cycle. European Central Bank Working Paper Series 1515. pp. 1–32.
Zurück zum Zitat Beck, T., and J. Keil. 2022. Have banks caught corona? Effects of COVID on lending in the US. Journal of Corporate Finance 72 (C): 102160.CrossRef Beck, T., and J. Keil. 2022. Have banks caught corona? Effects of COVID on lending in the US. Journal of Corporate Finance 72 (C): 102160.CrossRef
Zurück zum Zitat Berger, A.N., and R. DeYoung. 1997. Problem loans and cost efficiency in commercial banks. Journal of Banking and Finance 21 (6): 849–870.CrossRef Berger, A.N., and R. DeYoung. 1997. Problem loans and cost efficiency in commercial banks. Journal of Banking and Finance 21 (6): 849–870.CrossRef
Zurück zum Zitat Billio, M., M. Getmansky, A.W. Lo, and L. Pelizzon. 2012. Econometric measures of connectedness and systemic risk in the finance and insurance sectors. Journal of Financial Economics 104 (3): 535–559.CrossRef Billio, M., M. Getmansky, A.W. Lo, and L. Pelizzon. 2012. Econometric measures of connectedness and systemic risk in the finance and insurance sectors. Journal of Financial Economics 104 (3): 535–559.CrossRef
Zurück zum Zitat Bitar, M., and A. Tarazi. 2022. A note on regulatory responses to COVID-19 pandemic: Balancing banks’ solvency and contribution to recovery. Journal of Financial and Stability 60 (C): 101009.CrossRef Bitar, M., and A. Tarazi. 2022. A note on regulatory responses to COVID-19 pandemic: Balancing banks’ solvency and contribution to recovery. Journal of Financial and Stability 60 (C): 101009.CrossRef
Zurück zum Zitat Black, L.K., R. Correa, X. Huang, and H. Zhou. 2016. The systemic risk of European banks during the financial and sovereign debt crises. Journal of Banking and Finance 63 (2): 107–125.CrossRef Black, L.K., R. Correa, X. Huang, and H. Zhou. 2016. The systemic risk of European banks during the financial and sovereign debt crises. Journal of Banking and Finance 63 (2): 107–125.CrossRef
Zurück zum Zitat Boudriga, A., N. Boulila Taktak, and S. Jellouli. 2009. Banking supervision and nonperforming loans: A cross-country analysis. Journal of Financial Economic Policy 1: 286–318.CrossRef Boudriga, A., N. Boulila Taktak, and S. Jellouli. 2009. Banking supervision and nonperforming loans: A cross-country analysis. Journal of Financial Economic Policy 1: 286–318.CrossRef
Zurück zum Zitat Breusch, T., and A. Pagan. 1980. The Lagrange multiplier test and its application to model specification in econometrics. Review of Economic Studies 47 (1): 239–254.CrossRef Breusch, T., and A. Pagan. 1980. The Lagrange multiplier test and its application to model specification in econometrics. Review of Economic Studies 47 (1): 239–254.CrossRef
Zurück zum Zitat Burki, U., and M. Tihar. 2022. Determinants of environmental degradation: Evidenced-based insights from ASEAN economies. Journal of Environmental Management 306 (C): 114506.CrossRef Burki, U., and M. Tihar. 2022. Determinants of environmental degradation: Evidenced-based insights from ASEAN economies. Journal of Environmental Management 306 (C): 114506.CrossRef
Zurück zum Zitat Cao, Y., and J.-Y. Chou. 2022. Bank resilience over the COVID-19 crisis: The role of regulatory capital. Finance Research Letters 48 (C): 1–8. Cao, Y., and J.-Y. Chou. 2022. Bank resilience over the COVID-19 crisis: The role of regulatory capital. Finance Research Letters 48 (C): 1–8.
Zurück zum Zitat Chaibi, H., and Z. Ftiti. 2015. Credit risk determinants: Evidence from a cross-country study. International Business and Finance 33 (1): 1–16. Chaibi, H., and Z. Ftiti. 2015. Credit risk determinants: Evidence from a cross-country study. International Business and Finance 33 (1): 1–16.
Zurück zum Zitat Chen, H., W. Qian, and Q. Wen. 2020. The impact of the COVID-19 pandemic on consumption: learning from high frequency transaction data. Available at SSRN 3568574 Chen, H., W. Qian, and Q. Wen. 2020. The impact of the COVID-19 pandemic on consumption: learning from high frequency transaction data. Available at SSRN 3568574
Zurück zum Zitat Chen, M.H., E. Demir, C.D. García-Gomez, and A. Zaremba. 2020b. The impact of policy responses to COVID-19 on US travel and leisure companies. Annals of Tourism Research Empirical Insights 1 (1): 100003.CrossRef Chen, M.H., E. Demir, C.D. García-Gomez, and A. Zaremba. 2020b. The impact of policy responses to COVID-19 on US travel and leisure companies. Annals of Tourism Research Empirical Insights 1 (1): 100003.CrossRef
Zurück zum Zitat Chen, P.-P., and R. Gupta. 2009. An investigation of openness and economic growth using panel estimation. Indian Economic Journal 89 (355): 483. Chen, P.-P., and R. Gupta. 2009. An investigation of openness and economic growth using panel estimation. Indian Economic Journal 89 (355): 483.
Zurück zum Zitat Chen, X., Y. Wang, and X. Wu. 2022. Exploring the source of the financial performance in Chinese banks: A risk-adjusted decomposition approach. International Review of Financial Analysis 80 (1): 102051.CrossRef Chen, X., Y. Wang, and X. Wu. 2022. Exploring the source of the financial performance in Chinese banks: A risk-adjusted decomposition approach. International Review of Financial Analysis 80 (1): 102051.CrossRef
Zurück zum Zitat Chen, Y., and Y. Wang. 2015. The efficiency of China’s banking industry and the determinants. International Economic Journal 29 (4): 631–653.CrossRef Chen, Y., and Y. Wang. 2015. The efficiency of China’s banking industry and the determinants. International Economic Journal 29 (4): 631–653.CrossRef
Zurück zum Zitat Das, A., and S. Ghosh. 2006. Financial deregulation and efficiency: An empirical analysis of Indian banks during post-reforms period. Review of Financial Economics 15 (3): 193–221.CrossRef Das, A., and S. Ghosh. 2006. Financial deregulation and efficiency: An empirical analysis of Indian banks during post-reforms period. Review of Financial Economics 15 (3): 193–221.CrossRef
Zurück zum Zitat Das, A., and S. Ghosh. 2007. Determinants of credit risk in Indian state-owned banks: An empirical investigation. Economic Issues 12 (2): 27–46. Das, A., and S. Ghosh. 2007. Determinants of credit risk in Indian state-owned banks: An empirical investigation. Economic Issues 12 (2): 27–46.
Zurück zum Zitat Demir, E., and G.O. Danisman. 2021. Banking sector reactions to COVID-19: The role of bank-specific factors and government policy responses. Research in International Business and Finance 58 (C): 101508.CrossRef Demir, E., and G.O. Danisman. 2021. Banking sector reactions to COVID-19: The role of bank-specific factors and government policy responses. Research in International Business and Finance 58 (C): 101508.CrossRef
Zurück zum Zitat Demirgüç-Kunt, A., A. Pedraza, and C. Ruiz-Ortega. 2021. Banking sector performance during the COVID-19 crisis. Journal of Banking and Finance 133: 106305.CrossRef Demirgüç-Kunt, A., A. Pedraza, and C. Ruiz-Ortega. 2021. Banking sector performance during the COVID-19 crisis. Journal of Banking and Finance 133: 106305.CrossRef
Zurück zum Zitat DeYoung, R., and K.P. Roland. 2001. Product mix and earnings volatility at commercial banks: Evidence from a degree of total leverage model. Journal of Financial Intermediaries 10 (1): 54–84.CrossRef DeYoung, R., and K.P. Roland. 2001. Product mix and earnings volatility at commercial banks: Evidence from a degree of total leverage model. Journal of Financial Intermediaries 10 (1): 54–84.CrossRef
Zurück zum Zitat Digal, S.K., A. Satpathy, and S.R. Behera. 2015. Macroeconomic factors affecting the NPAs in Indian banking system: An empirical assessment. The IUP Journal of Bank Management 14 (1): 57–74. Digal, S.K., A. Satpathy, and S.R. Behera. 2015. Macroeconomic factors affecting the NPAs in Indian banking system: An empirical assessment. The IUP Journal of Bank Management 14 (1): 57–74.
Zurück zum Zitat Ding, W., R. Levine, C. Lin, and W. Xie. 2020. Social distancing and social capital: why U.S. counties respond differently to COVID-19. Working paper, National Bureau of Economic Research No. 27393. Ding, W., R. Levine, C. Lin, and W. Xie. 2020. Social distancing and social capital: why U.S. counties respond differently to COVID-19. Working paper, National Bureau of Economic Research No. 27393.
Zurück zum Zitat Eichenbaum, M.S., S. Rebelo, and M. Trabandt. 2020. The macroeconomics of epidemics. Working paper, National Bureau of Economic Research No. w26882. Eichenbaum, M.S., S. Rebelo, and M. Trabandt. 2020. The macroeconomics of epidemics. Working paper, National Bureau of Economic Research No. w26882.
Zurück zum Zitat Elnahass, M., V.Q. Trinh, and T. Li. 2021. Global banking stability in the shadow of Covid-19 outbreak. Journal of International Financial Markets, Institutions and Money 72: 101322.CrossRef Elnahass, M., V.Q. Trinh, and T. Li. 2021. Global banking stability in the shadow of Covid-19 outbreak. Journal of International Financial Markets, Institutions and Money 72: 101322.CrossRef
Zurück zum Zitat Ghosh, A. 2015. Banking-industry specific and regional economic determinants of non-performing loans: Evidence from US states. Journal of Financial Stability 20 (C): 93–104.CrossRef Ghosh, A. 2015. Banking-industry specific and regional economic determinants of non-performing loans: Evidence from US states. Journal of Financial Stability 20 (C): 93–104.CrossRef
Zurück zum Zitat Ghosh, S. 2009. Charter value and risk-taking: evidence from Indian banks. Journal of the Asia Pacific Economy 2009: 270–286.CrossRef Ghosh, S. 2009. Charter value and risk-taking: evidence from Indian banks. Journal of the Asia Pacific Economy 2009: 270–286.CrossRef
Zurück zum Zitat Gujarati, D.N. 2004. Basic econometrics, 4th ed. London: McGraw-Hill Companies. Gujarati, D.N. 2004. Basic econometrics, 4th ed. London: McGraw-Hill Companies.
Zurück zum Zitat Gujarati, D., and C. Dawan. 2015. Porter. Washington, DC: McGraw-Hill Education. Gujarati, D., and C. Dawan. 2015. Porter. Washington, DC: McGraw-Hill Education.
Zurück zum Zitat Hafiz, H., S. Oei, D.M. Ring, and N. Shnitser. 2020. Regulating in Pandemic: Evaluating Economic and Financial Policy Responses to the Coronavirus Crisis. Boston College Law School Legal Studies Research Paper No. 527 Available at SSRN. Hafiz, H., S. Oei, D.M. Ring, and N. Shnitser. 2020. Regulating in Pandemic: Evaluating Economic and Financial Policy Responses to the Coronavirus Crisis. Boston College Law School Legal Studies Research Paper No. 527 Available at SSRN.
Zurück zum Zitat Harris, O., D. Huerta, and T. Ngo. 2013. The impact of TARP on bank efficiency. Journal of International Financial Markets, Institutions and Money 24 (C): 85–104.CrossRef Harris, O., D. Huerta, and T. Ngo. 2013. The impact of TARP on bank efficiency. Journal of International Financial Markets, Institutions and Money 24 (C): 85–104.CrossRef
Zurück zum Zitat Hasan, I., and L.D. Wall. 2004. Determinants of the loan loss allowance: Some cross-country comparisons. Financial Review 39: 129–152.CrossRef Hasan, I., and L.D. Wall. 2004. Determinants of the loan loss allowance: Some cross-country comparisons. Financial Review 39: 129–152.CrossRef
Zurück zum Zitat Herwadkar, S.S., and B. Pratap. 2019. Can financial markets predict banking distress? Evidence from India. Reserve Bank of India Occassional Papers, 65–90. Herwadkar, S.S., and B. Pratap. 2019. Can financial markets predict banking distress? Evidence from India. Reserve Bank of India Occassional Papers, 65–90.
Zurück zum Zitat Hill, J.C., D.G.T. Whitehurst, M. Lewis, S. Bryan, K.M. Dunn, N.E. Foster, K. Konstantinou, C.J. Main, E. Mason, S. Somerville, G. Sowden, K. Vohora, and E.M. Hay. 2011. Comparison of stratified primary care management for low back pain with current best practice (STarT Back): a randomised controlled trial. Lancet 378: 1560–1571.CrossRef Hill, J.C., D.G.T. Whitehurst, M. Lewis, S. Bryan, K.M. Dunn, N.E. Foster, K. Konstantinou, C.J. Main, E. Mason, S. Somerville, G. Sowden, K. Vohora, and E.M. Hay. 2011. Comparison of stratified primary care management for low back pain with current best practice (STarT Back): a randomised controlled trial. Lancet 378: 1560–1571.CrossRef
Zurück zum Zitat Hu, J., Y. Li, and Y. Chiu. 2004. Ownership and nonperforming loans: evidence from Taiwan’s banks. The Developing Economies, Wiley Online Library 42 (3): 405–420.CrossRef Hu, J., Y. Li, and Y. Chiu. 2004. Ownership and nonperforming loans: evidence from Taiwan’s banks. The Developing Economies, Wiley Online Library 42 (3): 405–420.CrossRef
Zurück zum Zitat Huizinga, H., and L. Laeven. 2012. Bank valuation and accounting discretion during a financial crisis. Journal of Financial Economics 2012: 614–634.CrossRef Huizinga, H., and L. Laeven. 2012. Bank valuation and accounting discretion during a financial crisis. Journal of Financial Economics 2012: 614–634.CrossRef
Zurück zum Zitat Im, K.S., M.H. Pesaran, and Y. Shin. 2003. Testing for unit roots in heterogeneous panels. Journal of Econometrics 115 (1): 53–74.CrossRef Im, K.S., M.H. Pesaran, and Y. Shin. 2003. Testing for unit roots in heterogeneous panels. Journal of Econometrics 115 (1): 53–74.CrossRef
Zurück zum Zitat Kaminsky, G.L., and C.M. Reinhart. 1999. The twin crises: The causes of banking and balance-of-payments problems. The American Economic Review 89 (3): 473–500.CrossRef Kaminsky, G.L., and C.M. Reinhart. 1999. The twin crises: The causes of banking and balance-of-payments problems. The American Economic Review 89 (3): 473–500.CrossRef
Zurück zum Zitat Khan, A.M., A. Siddique, and A. Sarwar. 2020. Determinants of non-performing loans in the banking sector in developing state. Asian Journal of Accounting Research 5 (1): 135–145.CrossRef Khan, A.M., A. Siddique, and A. Sarwar. 2020. Determinants of non-performing loans in the banking sector in developing state. Asian Journal of Accounting Research 5 (1): 135–145.CrossRef
Zurück zum Zitat Kjosevski, J., M. Petkovski, and E. Naumovska. 2019. Bank-specific and macroeconomic determinants of non-performing loans in the Republic of Macedonia: Comparative analysis of enterprise and household NPLs. Econ Res-Ekonomska Istrazivanja 32 (1): 1185–1203.CrossRef Kjosevski, J., M. Petkovski, and E. Naumovska. 2019. Bank-specific and macroeconomic determinants of non-performing loans in the Republic of Macedonia: Comparative analysis of enterprise and household NPLs. Econ Res-Ekonomska Istrazivanja 32 (1): 1185–1203.CrossRef
Zurück zum Zitat Klein, N. 2013. Non-performing loans in CESEE: determinants and impact on macroeconomic performance. IMF Working Paper 13/72, pp. 1–26. Klein, N. 2013. Non-performing loans in CESEE: determinants and impact on macroeconomic performance. IMF Working Paper 13/72, pp. 1–26.
Zurück zum Zitat Kohler, M. 2015. Which banks are more risky? The impact of business models on € bank stability. Journal of Financial Stability 16: 195–212.CrossRef Kohler, M. 2015. Which banks are more risky? The impact of business models on € bank stability. Journal of Financial Stability 16: 195–212.CrossRef
Zurück zum Zitat Kryzanowski, L., J. Liu, and J. Zhang. 2022. Effect of COVID-19 on non-performing loans in China. Finance Research Letters, 103372. In Press, Available at: Kryzanowski et al. (xxxx).pdf Kryzanowski, L., J. Liu, and J. Zhang. 2022. Effect of COVID-19 on non-performing loans in China. Finance Research Letters, 103372. In Press, Available at: Kryzanowski et al. (xxxx).pdf
Zurück zum Zitat Laeven, L., L. Ratnovski, and H. Tong. 2016a. Bank size, capital, and systemic risk: Some international evidence. Journal of Banking and Finance 69: S25–S34.CrossRef Laeven, L., L. Ratnovski, and H. Tong. 2016a. Bank size, capital, and systemic risk: Some international evidence. Journal of Banking and Finance 69: S25–S34.CrossRef
Zurück zum Zitat Laeven, L., L. Ratnovski, and H. Tong. 2016b. Bank size, capital, and systemic risk: Some international evidence. Journal of Banking and Finance 69 (69): 25–34.CrossRef Laeven, L., L. Ratnovski, and H. Tong. 2016b. Bank size, capital, and systemic risk: Some international evidence. Journal of Banking and Finance 69 (69): 25–34.CrossRef
Zurück zum Zitat Lee, J.Y., and D. Kim. 2013. Bank performance and its determinants in Korea. Japan and the World Economy 27: 83–94.CrossRef Lee, J.Y., and D. Kim. 2013. Bank performance and its determinants in Korea. Japan and the World Economy 27: 83–94.CrossRef
Zurück zum Zitat Lee, P.-L., C.-T. Lye, and C. Lee. 2022. Is bank risk appetite relevant to bank default in times of Covid-19? Central Bank Review 22 (C): 109–117.CrossRef Lee, P.-L., C.-T. Lye, and C. Lee. 2022. Is bank risk appetite relevant to bank default in times of Covid-19? Central Bank Review 22 (C): 109–117.CrossRef
Zurück zum Zitat Louzis, D.P., A.T. Vouldis, and V.L. Metaxas. 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 and Finance. 36 (4): 1012–1027.CrossRef Louzis, D.P., A.T. Vouldis, and V.L. Metaxas. 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 and Finance. 36 (4): 1012–1027.CrossRef
Zurück zum Zitat Makri, V., A. Tsagkanos, and A. Bellas. 2014. Determinants of non-performing loans: The case of Eurozone. Panoeconomicus 61 (2): 193–206.CrossRef Makri, V., A. Tsagkanos, and A. Bellas. 2014. Determinants of non-performing loans: The case of Eurozone. Panoeconomicus 61 (2): 193–206.CrossRef
Zurück zum Zitat Mamatzakis, E., and T. Bermpei. 2014. What drives investment bank performance? The role of risk, liquidity, and fees prior to and during the crisis. International Review of Financial Analysis 35 (C): 102–117.CrossRef Mamatzakis, E., and T. Bermpei. 2014. What drives investment bank performance? The role of risk, liquidity, and fees prior to and during the crisis. International Review of Financial Analysis 35 (C): 102–117.CrossRef
Zurück zum Zitat Markowitz, H.M. 2015. Portfolio theory. Personal Finance: An Encyclopedia of Modern Money Management: An Encyclopedia of Modern Money Management, 321. Markowitz, H.M. 2015. Portfolio theory. Personal Finance: An Encyclopedia of Modern Money Management: An Encyclopedia of Modern Money Management, 321.
Zurück zum Zitat Messai, A.S., and F. Jouini. 2013. Micro and macro determinants of non-performing loans. International Journal of Economics and Financial Issues 3 (4): 852–860. Messai, A.S., and F. Jouini. 2013. Micro and macro determinants of non-performing loans. International Journal of Economics and Financial Issues 3 (4): 852–860.
Zurück zum Zitat Nickell, S.J. 1981. Biases in dynamic models with fixed effects. Econometrica 49 (6): 1417–1426.CrossRef Nickell, S.J. 1981. Biases in dynamic models with fixed effects. Econometrica 49 (6): 1417–1426.CrossRef
Zurück zum Zitat Nikolaidou, E., and S.D. Vogiazas. 2014. Credit risk determinants for the Bulgarian banking system. International Advances in Economic Research 20 (1): 87–102.CrossRef Nikolaidou, E., and S.D. Vogiazas. 2014. Credit risk determinants for the Bulgarian banking system. International Advances in Economic Research 20 (1): 87–102.CrossRef
Zurück zum Zitat Nkusu, M. 2011. Non-performing loans and macro financial vulnerabilities in advanced economics. IMF Working Paper 11/161, pp. 2–27. Nkusu, M. 2011. Non-performing loans and macro financial vulnerabilities in advanced economics. IMF Working Paper 11/161, pp. 2–27.
Zurück zum Zitat Nugroho, H. 2019. The impact of government support on the performance of Indonesia’s state-owned enterprises. ADBI Working Paper Series No. 983. pp. 1–23. Nugroho, H. 2019. The impact of government support on the performance of Indonesia’s state-owned enterprises. ADBI Working Paper Series No. 983. pp. 1–23.
Zurück zum Zitat Otasevic, D., 2013. Macroeconomic determinants of the quality of banks' loan portfolio in Serbia. Work. Pap. 27 (National Bank of Serbia) Otasevic, D., 2013. Macroeconomic determinants of the quality of banks' loan portfolio in Serbia. Work. Pap. 27 (National Bank of Serbia)
Zurück zum Zitat Ötker-Robe, I. and J. Podpiera. 2010. The fundamental determinants of credit default risk for European large complex financial institutions. IMF Working Paper No. 10/153. Ötker-Robe, I. and J. Podpiera. 2010. The fundamental determinants of credit default risk for European large complex financial institutions. IMF Working Paper No. 10/153.
Zurück zum Zitat Park, C.-Y., and K. Shin. 2021. COVID-19, nonperforming loans, and cross-border bank lending. Journal of Banking and Finance 133 (C): 1–14. Park, C.-Y., and K. Shin. 2021. COVID-19, nonperforming loans, and cross-border bank lending. Journal of Banking and Finance 133 (C): 1–14.
Zurück zum Zitat Podpiera, J., and L. Weill. 2008. Bad luck or bad management? Emerging banking market experience. Journal of Financial Stability. 4 (2): 135–148.CrossRef Podpiera, J., and L. Weill. 2008. Bad luck or bad management? Emerging banking market experience. Journal of Financial Stability. 4 (2): 135–148.CrossRef
Zurück zum Zitat Qiu, X., and S.-S. Wu. 2011. Global and local regression analysis of factors of American college test (ACT) score for public high schools in the state of Missouri. Annals of the Association of American Geographers 101 (1): 63–83.CrossRef Qiu, X., and S.-S. Wu. 2011. Global and local regression analysis of factors of American college test (ACT) score for public high schools in the state of Missouri. Annals of the Association of American Geographers 101 (1): 63–83.CrossRef
Zurück zum Zitat Rajan, R. 1994. Why bank credit policies fluctuate. The Quarterly Journal of Economics 109 (2): 399–441.CrossRef Rajan, R. 1994. Why bank credit policies fluctuate. The Quarterly Journal of Economics 109 (2): 399–441.CrossRef
Zurück zum Zitat Rajaraman, I., and G. Vasishtha. 2002. Non-performing loans of PSU banks: Some panel results. Economic and Political Weekly 37 (5): 429–435. Rajaraman, I., and G. Vasishtha. 2002. Non-performing loans of PSU banks: Some panel results. Economic and Political Weekly 37 (5): 429–435.
Zurück zum Zitat Ranjan, R., and S.C. Dhal. 2003. Non-performing loans and terms of credit of public sector banks in India: An empirical assessment. Reserve Bank of India Occasional Paper No. 24 (3): 81–121. Ranjan, R., and S.C. Dhal. 2003. Non-performing loans and terms of credit of public sector banks in India: An empirical assessment. Reserve Bank of India Occasional Paper No. 24 (3): 81–121.
Zurück zum Zitat Ray, R.S., and S. Goel. 2023. Impact of ESG score on financial performance of Indian firms: Static and dynamic panel regression analyses. Applied Economics. 55 (15): 1742–1755.CrossRef Ray, R.S., and S. Goel. 2023. Impact of ESG score on financial performance of Indian firms: Static and dynamic panel regression analyses. Applied Economics. 55 (15): 1742–1755.CrossRef
Zurück zum Zitat Reserve Bank of India, 2008. Report of Trend and Progress in Banking: 2007-08. Mumbai, India. Reserve Bank of India, 2008. Report of Trend and Progress in Banking: 2007-08. Mumbai, India.
Zurück zum Zitat Reserve Bank of India, 2018. Report of Trend and Progress in Banking: 2017–18. Mumbai, India. Reserve Bank of India, 2018. Report of Trend and Progress in Banking: 2017–18. Mumbai, India.
Zurück zum Zitat Reserve Bank of India, 2020. Report of Trend and Progress in Banking: 2019–20. Mumbai, India. Reserve Bank of India, 2020. Report of Trend and Progress in Banking: 2019–20. Mumbai, India.
Zurück zum Zitat Reserve Bank of India, 2021b. Report of Trend and Progress in Banking: 2020–21. Mumbai, India. Reserve Bank of India, 2021b. Report of Trend and Progress in Banking: 2020–21. Mumbai, India.
Zurück zum Zitat Reserve Bank of India, 2022. Report of Trend and Progress in Banking: 2021–22. Mumbai, India. Reserve Bank of India, 2022. Report of Trend and Progress in Banking: 2021–22. Mumbai, India.
Zurück zum Zitat Salas, V., and J. Saurina. 2002. Credit risk in two institutional regimes: Spanish commercial and saving banks. Journal of Financial Services Research 22 (3): 203–224.CrossRef Salas, V., and J. Saurina. 2002. Credit risk in two institutional regimes: Spanish commercial and saving banks. Journal of Financial Services Research 22 (3): 203–224.CrossRef
Zurück zum Zitat Shabir, M., P. Jiang, W. Wang, and O. Isık. 2023. COVID-19 pandemic impact on banking sector: A cross-country analysis. Journal of Multinational Financial Management 67 (C): 100784.CrossRef Shabir, M., P. Jiang, W. Wang, and O. Isık. 2023. COVID-19 pandemic impact on banking sector: A cross-country analysis. Journal of Multinational Financial Management 67 (C): 100784.CrossRef
Zurück zum Zitat Simpson, W.G., and T. Kohers. 2002. The link between corporate social and financial performance: Evidence from the banking industry. Journal of Business Ethics 35 (2): 97–109.CrossRef Simpson, W.G., and T. Kohers. 2002. The link between corporate social and financial performance: Evidence from the banking industry. Journal of Business Ethics 35 (2): 97–109.CrossRef
Zurück zum Zitat Stern, G.H., and R.J. Feldman. 2004. Too big to fail: The hazards of bank bailouts. Washington, DC: Brookings Institution Press. Stern, G.H., and R.J. Feldman. 2004. Too big to fail: The hazards of bank bailouts. Washington, DC: Brookings Institution Press.
Zurück zum Zitat Tahir, M., and M.B. Alam. 2022. Does well banking performance attract FDI? Empirical evidence from the SAARC economies. International Journal of Emerging Markets 17 (2): 413–432.CrossRef Tahir, M., and M.B. Alam. 2022. Does well banking performance attract FDI? Empirical evidence from the SAARC economies. International Journal of Emerging Markets 17 (2): 413–432.CrossRef
Zurück zum Zitat Tan, B., D. Igan, M.S.M. Peria, N. Pierri, and A.F. Presbitero. 2021. Government intervention and bank markups: Lessons from the global financial crisis for the COVID-19 crisis. Journal of Banking and Finance 133 (C): 1–18. Tan, B., D. Igan, M.S.M. Peria, N. Pierri, and A.F. Presbitero. 2021. Government intervention and bank markups: Lessons from the global financial crisis for the COVID-19 crisis. Journal of Banking and Finance 133 (C): 1–18.
Zurück zum Zitat Tarchouna, A., B. Jarraya, and A. Bouri. 2017. How to explain non-performing loans by many corporate governance variables simultaneously? A corporate governance index is built to US commercial banks. Research in International Business and Finance 42 (C): 645–657.CrossRef Tarchouna, A., B. Jarraya, and A. Bouri. 2017. How to explain non-performing loans by many corporate governance variables simultaneously? A corporate governance index is built to US commercial banks. Research in International Business and Finance 42 (C): 645–657.CrossRef
Zurück zum Zitat Teixeira, J.C., T.F. Matos, G.L. da Costa, and M.J. Fortuna. 2020. Investor protection, regulation and bank risk-taking behavior. North-American Journal of Economics and Finance 51: 101051.CrossRef Teixeira, J.C., T.F. Matos, G.L. da Costa, and M.J. Fortuna. 2020. Investor protection, regulation and bank risk-taking behavior. North-American Journal of Economics and Finance 51: 101051.CrossRef
Zurück zum Zitat Vo, X.V. 2020. The role of bank funding diversity: Evidence from Vietnam. International Review of Finance 20 (2): 529–536.CrossRef Vo, X.V. 2020. The role of bank funding diversity: Evidence from Vietnam. International Review of Finance 20 (2): 529–536.CrossRef
Zurück zum Zitat Worrall, J.L. 2010. A user-friendly introduction to panel data modeling. Journal of Criminal Justice Education JCJE 21 (2): 182–196. Worrall, J.L. 2010. A user-friendly introduction to panel data modeling. Journal of Criminal Justice Education JCJE 21 (2): 182–196.
Zurück zum Zitat Wu, J., Y. Yao, M. Chen, and B.N. Jeon. 2020. Economic uncertainty and bank risk: Evidence from emerging economies. Journal of International Financial Markets, Institutions and Money 68: 101242.CrossRef Wu, J., Y. Yao, M. Chen, and B.N. Jeon. 2020. Economic uncertainty and bank risk: Evidence from emerging economies. Journal of International Financial Markets, Institutions and Money 68: 101242.CrossRef
Zurück zum Zitat Zedda, S., and G. Cannas. 2020. Analysis of banks’ systemic risk contribution and contagion determinants through the leave-one-out approach. Journal of Banking and Finance 112 (3): 105160.CrossRef Zedda, S., and G. Cannas. 2020. Analysis of banks’ systemic risk contribution and contagion determinants through the leave-one-out approach. Journal of Banking and Finance 112 (3): 105160.CrossRef
Zurück zum Zitat Zhang, Z. 2021. Stock returns and inflation redux: An explanation from monetary policy in advanced and emerging markets. IMF Working Paper WP/21/219, 1–59. Zhang, Z. 2021. Stock returns and inflation redux: An explanation from monetary policy in advanced and emerging markets. IMF Working Paper WP/21/219, 1–59.
Zurück zum Zitat Zhang, L., S. Zhang, and Y. Guo. 2019. The effects of equity financing and debt financing on technological innovation: Evidence from developed countries. Baltic Journal of Management 14 (4): 698–715.CrossRef Zhang, L., S. Zhang, and Y. Guo. 2019. The effects of equity financing and debt financing on technological innovation: Evidence from developed countries. Baltic Journal of Management 14 (4): 698–715.CrossRef
Zurück zum Zitat Zhang, X., and K. Daly. 2014. The impact of bank-specific and macroeconomic factors on China’s bank performance ok. The Chinese Economy 47 (5–6): 5–28. Zhang, X., and K. Daly. 2014. The impact of bank-specific and macroeconomic factors on China’s bank performance ok. The Chinese Economy 47 (5–6): 5–28.
Metadaten
Titel
Identifying Financial Performance Drivers in the Indian Banking Sector During the COVID-19 Crisis
verfasst von
Anju Goswami
Pooja Malik
Publikationsdatum
20.04.2024
Verlag
Springer India
Erschienen in
Journal of Quantitative Economics
Print ISSN: 0971-1554
Elektronische ISSN: 2364-1045
DOI
https://doi.org/10.1007/s40953-024-00396-9

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