Bank performance during the COVID-19 pandemic: does income diversification help?

References

• Abedifar, P., Molyneux, P., & Tarazi, A. (2018). Non-interest income and bank lending. Journal of Banking & Finance, 87, 411–22. https://doi.org/10.1016/j.jbankfin.2017.11.003
   Web of Science ®Google Scholar
• Abuzayed, B., Al-Fayoumi, N., & Molyneux, P. (2018). Diversification and bank stability in the GCC. Journal of International Financial Markets, Institutions and Money, 57, 17–43. https://doi.org/10.1016/j.intfin.2018.04.005
   Web of Science ®Google Scholar
• Addai, B., Tang, W., & Agyeman, A. S. (2022). Examining the impact of income diversification on bank performance: Are foreign banks heterogeneous? Journal of Applied Economics, 25(1), 1–21. https://doi.org/10.1080/15140326.2021.2022828
   Web of Science ®Google Scholar
• Akhigbe, A., & Stevenson, B. A. (2010). Profit efficiency in US BHCs: Effects of increasing non-traditional revenue sources. The Quarterly Review of Economics & Finance, 50(2), 132–140. https://doi.org/10.1016/j.qref.2009.11.003
   Google Scholar
• AlAli, M. S. (2020). Staffing Level, Wages and Banks Financial Performance. International Research Journal of Finance & Economics, 180, 48–53.
   Google Scholar
• Aldasoro, I., Hardy, B., & Jager, M. (2022). The Janus face of bank geographic complexity. Journal of Banking & Finance, 134, 106040. https://doi.org/10.1016/j.jbankfin.2020.106040
   Web of Science ®Google Scholar
• Almutairi, H. A. (2022). COVID-19 and its impact on the financial performance of Kuwaiti banks: A comparative study between conventional and Islamic banks. The Journal of Asian Finance, Economics & Business, 9(1), 249–257. https://doi.org/10.13106/jafeb.2022.vol9.no1.0249
   Web of Science ®Google Scholar
• Alon, T., Doepke, M., Olmstead Rumsey, J., & Tertilt, M. (2020). The impact of COVID-19 on gender equality (w26947). National Bureau of Economic Research.
   Google Scholar
• Álvarez-Botas, C., Fernández-Méndez, C., & González, V. M. (2021). Large bank shareholders and terms of bank loans during the global financial crisis. The Journal of International, 33(1), 107–133. https://doi.org/10.1111/jifm.12137
   Web of Science ®Google Scholar
• Arellano, M., & Bover, O. (1995). Another look at the instrumental variable estimation of error-components models. Journal of Econometrics, 68(1), 29–51. https://doi.org/10.1016/0304-4076(94)01642-D
   Web of Science ®Google Scholar
• Baele, L., De Jonghe, O., & Vander Vennet, R. (2007). Does the stock market value bank diversification? Journal of Banking & Finance, 31(7), 1999–2023. https://doi.org/10.1016/j.jbankfin.2006.08.003
   Web of Science ®Google Scholar
• Barua, B., & Barua, S. (2021). COVID-19 implications for banks: Evidence from an emerging economy. SN Business & Economics, 1(1), 19–28. https://doi.org/10.1007/s43546-020-00013-w
   PubMedGoogle Scholar
• Berger, A. N., & Bouwman, C. H. (2013). How does capital affect bank performance during financial crises? Journal of Financial Economics, 109(1), 146–176. https://doi.org/10.1016/j.jfineco.2013.02.008
   Web of Science ®Google Scholar
• Berger, A. N., Hasan, I., & Zhou, M. (2010). The effects of focus versus diversification on bank performance: Evidence from Chinese banks. Journal of Banking and Finance, 34(7), 1417–1435. https://doi.org/10.1016/j.jbankfin.2010.01.010
   Web of Science ®Google Scholar
• Bertay, A. C., Demirgüç-Kunt, A., & Huizinga, H. (2022). Are international banks different? Evidence on bank performance and strategy. Journal of Financial Services Research, 1–42. https://doi.org/10.1007/s10693-022-00390-3
   Web of Science ®Google Scholar
• Bond, S. R. (2002). Dynamic panel data models: A guide to micro data methods and practice. Portuguese Economic Journal, 1(2), 141–162. https://doi.org/10.1007/s10258-002-0009-9
   Google Scholar
• Boubaker, S., Le, T. D., & Ngo, T. (2022). Managing bank performance under COVID-19: A novel inverse DEA efficiency approach. International Transactions in Operational Research, 30(5), 2436–2452. https://doi.org/10.1111/itor.13132
   Web of Science ®Google Scholar
• Boussemart, J. P., Leleu, H., Shen, Z., Vardanyan, M., & Zhu, N. (2019). Decomposing banking performance into economic and credit risk efficiencies. European Journal of Operational Research, 277(2), 719–726. https://doi.org/10.1016/j.ejor.2019.03.006
   Web of Science ®Google Scholar
• Boyd, J. H., & Graham, S. L. (1988). The profitability and risk effects of allowing bank holding companies to merge with other financial firms: A simulation study. Federal Reserve Bank of Minneapolis Quarterly Review-Federal Reserve Bank of Minneapolis, 12(2), 3. https://doi.org/10.21034/qr.1221
   Google Scholar
• Calmès, C., & Théoret, R. (2015). Product-mix and bank performance: New US and Canadian evidence. Managerial Finance, 41(8), 773–805. https://doi.org/10.1108/MF-10-2014-0266
   Web of Science ®Google Scholar
• Chen, H., Qian, W., & Wen, Q. (2021). The impact of the COVID-19 pandemic on consumption: Learning from high frequency transaction data. AEA Papers and Proceedings, 111, 307–311. https://doi.org/10.1257/pandp.20211003
   Google Scholar
• Chiorazzo, V., Milani, C., & Salvini, F. (2008). Income diversification and bank performance: Evidence from Italian banks. Journal of Financial Services Research, 33(3), 181–203. https://doi.org/10.1007/s10693-008-0029-4
   Web of Science ®Google Scholar
• Dang, V. D., & Cuong Dang, V. (2021). Non-interest income, credit risk and bank stability: Evidence from Vietnam. Institutions and Economies, 13(1), 97–125. https://doi.org/10.22452/IJIE.vol13no1.4
   Google Scholar
• Demirguc‐Kunt, A., Detragiache, E., & Merrouche, O. (2013). Bank capital: Lessons from the financial crisis. Journal of Money, Credit and Banking, 45(6), 1147–1164. https://doi.org/10.1111/jmcb.12047
   Web of Science ®Google Scholar
• Demirgüç-Kunt, A., Pedraza, A., & Ruiz-Ortega, C. (2020). Banking sector performance during the COVID-19 crisis WB Policy Research Working Paper 9363. The World Bank.
   Google Scholar
• Demirgüç-Kunt, A., Pedraza, A., & Ruiz-Ortega, C. (2021). Banking sector performance during the COVID-19 crisis. Journal of Banking and Finance, 133, 106305. https://doi.org/10.1016/j.jbankfin.2021.106305
   PubMed Web of Science ®Google Scholar
• Demsetz, R. S., & Strahan, P. E. (1997). Diversification, size, and risk at bank holding companies. Journal of money, credit, and banking, 300–313. https://doi.org/10.2307/2953695
   Web of Science ®Google Scholar
• De Vito, A., & Gomez, J. P. (2020). Estimating the COVID-19 cash crunch: Global evidence and policy. Journal of Accounting and Public Policy, 2(2), 106741. https://doi.org/10.1016/j.jaccpubpol.2020.106741
   Google Scholar
• DeYoung, R., & Roland, K. P. (2001). Product mix and earnings volatility at commercial banks: Evidence from a degree of total leveragemodel. Journal of Financial Intermediation, 10(1), 54–84. https://doi.org/10.1006/jfin.2000.0305
   Web of Science ®Google Scholar
• DeYoung, R., & Torna, G. (2013). Nontraditional banking activities and bank failures during the financial crisis. Journal of Financial Intermediation, 22(3), 397–421. https://doi.org/10.1016/j.jfi.2013.01.001
   Web of Science ®Google Scholar
• Diamond, D. W. (1984). Financial intermediation and delegated monitoring. The Review of economic studies, 51(3), 393–414. https://doi.org/10.2307/2297430
   Web of Science ®Google Scholar
• Duan, Y., El Ghoul, S., Guedhami, O., Li, H., & Li, X. (2021). Bank systemic risk around COVID-19: A cross-country analysis. Journal of Banking and Finance, 133, 106299. https://doi.org/10.1016/j.jbankfin.2021.106299
   PubMed Web of Science ®Google Scholar
• Duho, K. C. T., Onumah, J. M., & Owodo, R. A. (2020). Bank diversification and performance in an emerging market. International Journal of Managerial Finance, 16(1), 120–138. https://doi.org/10.1108/IJMF-04-2019-0137
   Web of Science ®Google Scholar
• Edirisuriya, P., Gunasekarage, A., & Dempsey, M. (2015). Bank diversification, performance and stock market response: Evidence from listed public banks in South Asian countries. Journal of Asian Economics, 41, 69–85. https://doi.org/10.1016/j.asieco.2015.09.003
   Web of Science ®Google Scholar
• El-Chaarani, H. (2021). COVID-19: Problems, challenges and business opportunities. Journal of Contemporary Research in Business Administration and Economic Sciences (JCRBAES), 1(1). https://doi.org/10.52856/jcr311280116
   Google Scholar
• El-Chaarani, H., Abraham, R., & Skaf, Y. (2022). The impact of corporate governance on the financial performance of the banking sector in the MENA (Middle Eastern and NorthAfrican) region: An immunity test of banks for COVID-19. Journal of Risk and Financial Management, 15(82), 1–21. https://doi.org/10.3390/jrfm15020082
   Google Scholar
• El-Chaarani, H., Ismail, T. H., El-Abiad, Z., & El Deeb, M. S. (2022). The impact of COVID-19 on financial structure and performance of Islamic banks: A comparative study with conventional banks in the GCC countries. Journal of Economic and Administrative Sciences. https://doi.org/10.1108/JEAS-07-2021-0138
   Web of Science ®Google Scholar
• EL-Chaarani, H., Skaf, Y., Roberto, F., Hamdan, A., & Binsaddig, R. O. (2023). Assessing the direct and moderating effect of COVID-19 on the performance of the banking sector in the MENA region. FIIB Business Review, 23197145221137962. https://doi.org/10.1177/23197145221137962
   Google Scholar
• Elnahass, M., Trinh, V. Q., & Li, T. (2021). Global banking stability in the shadow of Covid-19 outbreak. Journal of International Financial Markets, Institutions and Money, 72, 101322. https://doi.org/10.1016/j.intfin.2021.101322
   Web of Science ®Google Scholar
• Engle, R. F., Moshirian, F., Sahgal, S., & Zhang, B. (2014). Banks non-interest income and global financial stability. CIFR Paper, 015. https://doi.org/10.2139/ssrn.2443181
   Google Scholar
• Fahlenbrach, R., Prilmeier, R., & Stulz, R. M. (2012). This time is the same: Using bank performance in 1998 to explain bank performance during the recent financial crisis. The Journal of Finance, 67(6), 2139–2185. https://doi.org/10.1111/j.1540-6261.2012.01783.x
   Web of Science ®Google Scholar
• Frame, W. S., Wall, L., & White, L. J. (2019). 262 Technological Change and Financial Innovation in Banking: Some Implications for FinTech. In A. N. Berger, P. Molyneux, & J. O. S. Wilson (Eds.), The Oxford Handbook of Banking. Oxford University Press. https://doi.org/10.1093/oxfordhb/9780198824633.013.10
   Google Scholar
• Fu, X. M., Lin, Y. R., & Molyneux, P. (2014). Bank competition and financial stability in Asia Pacific. Journal of Banking & Finance, 38, 64–77. https://doi.org/10.1016/j.jbankfin.2013.09.012
   Web of Science ®Google Scholar
• Fu, X., Lin, Y., & Molyneux, P. (2016). Bank capital and liquidity creation in Asia Pacific. Economic inquiry, 54(2), 966–993. https://doi.org/10.1111/ecin.12308
   Web of Science ®Google Scholar
• Gurbuz, A. O., Yanik, S., & Aytürk, Y. (2013). Income diversification and bank performance: Evidence from Turkish banking sector. Journal of BRSA Banking and Financial Markets, 7(1), 9–29. https://EconPapers.repec.org/RePEc:bdd:journl:v:7:y:2013:i:1:p:9-29
   Google Scholar
• Hassan, M. K., Karim, M. S., Lawrence, S., & Risfandy, T. (2022). Weathering the COVID-19 storm: The case of community banks. Research in International Business and Finance, 60, 101608. https://doi.org/10.1016/j.ribaf.2021.101608
   PubMed Web of Science ®Google Scholar
• Ho, T. H. (2020). Financial performance and income diversity: Does ownership matter? evidence from Vietnamese commercial banks. International Journal of Economics and Finance, 12(8), 77–90. https://doi.org/10.5539/ijef.v12n8p77
   Google Scholar
• Ho, T. H., Le, T. D. Q., Nguyen, D. T., & McMillan, D. (2021). Abnormal loan growth and bank risk-taking in Vietnam: A quantile regression approach. Cogent Business & Management, 8(1), 1908004. https://doi.org/10.1080/23311975.2021.1908004
   Web of Science ®Google Scholar
• International Monetary Fund. (2021). World Economic Outlook, October 2021: Recovery during a pandemic. International Monetary Fund (IMF): https://www.imf.org/en/Publications/WEO/Issues/2021/10/12/world-economic-outlook-october-2021.
   Google Scholar
• Jadah, H. M., Alghanimi, M. H. A., Al Dahaan, N. S. H., & Al-Husainy, N. H. M. (2020). Internal and external determinants of Iraqi bank profitability. Banks and Bank Systems, 15(2), 79–93. https://doi.org/10.21511/bbs.15(2).2020.08
   Google Scholar
• Kasman, A., & Carvallo, O. (2014). Financial stability, competition and efficiency in Latin American and Caribbean banking. Journal of Applied Economics, 17(2), 301–324. https://doi.org/10.1016/S1514-0326(14)60014-3
   Web of Science ®Google Scholar
• Köhler, M. (2015). Which banks are more risky? The impact of business models on bank stability. Journal of Financial Stability, 16, 195–212. https://doi.org/10.1016/j.jfs.2014.02.005
   Web of Science ®Google Scholar
• Koutoupis, A., Kyriakogkonas, P., Pazarskis, M., & Davidopoulos, L. (2021). Corporate governance and COVID-19: A literature review. Corporate Governance The International Journal of Business in Society, 21(6), 969–982. https://doi.org/10.1108/CG-10-2020-0447
   Web of Science ®Google Scholar
• Laeven, L., & Levine, R. (2007). Is there a diversification discount in financial conglomerates? Journal of Financial Economics, 85(2), 331–367. https://doi.org/10.1016/j.jfineco.2005.06.001
   Web of Science ®Google Scholar
• Lane, P. (2020, October). The ECB’s monetary policy in the pandemic: Meeting the challenge. In Speech by Philip R. Lane, Member of the Executive Board of the ECB, at the 62nd NABE Annual Meeting “Global Reset“. https://www.ecb.europa.eu/press/key/date/2020/html/ecb.sp201006~e1d38a1ccc.en.html
   Google Scholar
• Lee, C.-C., Hsieh, M.-F., & Yang, S.-J. (2014). The relationship between revenue diversification and bank performance: Do financial structures and financial reforms matter? Japan and the World Economy, 29, 18–35. https://doi.org/10.1016/j.japwor.2013.11.002
   Web of Science ®Google Scholar
• Lee, C.-C., Yang, S.-J., & Chang, C.-H. (2014). Non-interest income, profitability, and risk in banking industry: A cross-country analysis. The North American Journal of Economics & Finance, 27, 48–67. https://doi.org/10.1016/j.najef.2013.11.002
   Web of Science ®Google Scholar
• Le, T. D. Q., Ho, T. H., Nguyen, D. T., & Ngo, T. (2022). A cross-country analysis on diversification, Sukuk investment, and the performance of Islamic banking systems under the COVID-19 pandemic. Heliyon, 8(3), e09106. https://doi.org/10.1016/j.heliyon.2022.e09106
   PubMed Web of Science ®Google Scholar
• Lepetit, L., Nys, E., Rous, P., & Tarazi, A. (2008). Bank income structure and risk: An empirical analysis of European banks. Journal of Banking & Finance, 32(8), 1452–1467. https://doi.org/10.1016/j.jbankfin.2007.12.002
   Web of Science ®Google Scholar
• Li, X., Feng, H., Zhao, S., & Carter, D. A. (2021). The effect of revenue diversification on bank profitability and risk during the COVID-19 pandemic. Finance Research Letters, 43, 101957. https://doi.org/10.1016/j.frl.2021.101957
   PubMed Web of Science ®Google Scholar
• Li, L., & Zhang, Y. (2013). Are there diversification benefits of increasing noninterest income in the Chinese banking industry? Journal of Empirical Finance, 24, 151–165. https://doi.org/10.1016/j.jempfin.2013.10.004
   Web of Science ®Google Scholar
• Markowitz, H. (1952). Portfolio selection*. The Journal of Finance, 7(1), 77–91. https://doi.org/10.1111/j.1540-6261.1952.tb01525.x
   Web of Science ®Google Scholar
• Markowitz, H. M. (2015). Portfolio theory. Personal Finance: An Encyclopedia of Modern Money Management: An Encyclopedia of Modern Money Management, 321.
   Google Scholar
• Maudos, J. (2017). Income structure, profitability and risk in the European banking sector: The impact of the crisis. Research in International Business and Finance, 39, 85–101. https://doi.org/10.1016/j.ribaf.2016.07.034
   Web of Science ®Google Scholar
• McKibbin, W., & Fernando, R. (2021). The Global Macroeconomic Impacts of COVID-19: Seven Scenarios. Asian Economic Papers, 20(2), 1–30. https://doi.org/10.1162/asep_a_00796
   Web of Science ®Google Scholar
• Mehmood, A., & De Luca, F. (2023). How does non-interest income affect bank credit risk? Evidence before and during the COVID-19 pandemic. Finance Research Letters, 53, 103657. https://doi.org/10.1016/j.frl.2023.103657
   PubMed Web of Science ®Google Scholar
• Mercieca, S., Schaeck, K., & Wolfe, S. (2007). Small European banks: Benefits from diversification? Journal of Banking and Finance, 31(7), 1975–1998. https://doi.org/10.1016/j.jbankfin.2007.01.004
   Web of Science ®Google Scholar
• Mergaerts, F., & Vander Vennet, R. (2016). Business models and bank performance: A long-term perspective. Journal of Financial Stability, 22, 57–75. https://doi.org/10.1016/j.jfs.2015.12.002
   Web of Science ®Google Scholar
• Meslier, C., Tacneng, R., & Tarazi, A. (2014). Is bank income diversification beneficial? Evidence from an emerging economy. Journal of International Financial Markets, Institutions and Money, 31, 97–126. https://doi.org/10.1016/j.intfin.2014.03.007
   Web of Science ®Google Scholar
• Miah, M. D., Suzuki, Y., & Uddin, S. M. S. (2021). The impact of COVID-19 on Islamic banks in Bangladesh: A perspective of Marxian ‘circuit of merchant’s capital’. Journal of Islamic Accounting and Business Research, 12(7), 1036–1054. https://doi.org/10.1108/JIABR-11-2020-0345
   Web of Science ®Google Scholar
• Ngo, T., & Le, T. (2019). Capital market development and bank efficiency: A cross-country analysis. International Journal of Managerial Finance, 15(4), 478–491. https://doi.org/10.1108/IJMF-02-2018-0048
   Web of Science ®Google Scholar
• Nguyen, D. T., & Le, T. D. (2022). The interrelationships between bank risk and charter value in ASIAN-5. Journal of Applied Economics, 25(1), 1182–1199. https://doi.org/10.1080/15140326.2022.2118514
   Web of Science ®Google Scholar
• Nisar, S., Peng, K., Wang, S., & Ashraf, B. N. (2018). The impact of revenue diversification on bank profitability and stability: Empirical evidence from South Asian countries. International Journal of Financial Studies, 6(2), 40. https://doi.org/10.3390/ijfs6020040
   Web of Science ®Google Scholar
• Nyola, A. P., Sauviat, A., Tarazi, A., & Danisman, G. O. (2021). How organizational and geographic complexity influence performance: Evidence from European banks. Journal of Financial Stability, 55, 100894. https://doi.org/10.1016/j.jfs.2021.100894
   Web of Science ®Google Scholar
• Paltrinieri, A., Dreassi, A., Rossi, S., & Khan, A. (2020). Risk-adjusted profitability and stability of Islamic and conventional banks: Does revenue diversification matter? Global Finance Journal, 100517, 100517. https://doi.org/10.1016/j.gfj.2020.100517
   Google Scholar
• Panzar, J. C., & Willig, R. D. (1981). Economies of scope. The American Economic Review, 71(2), 268–272. http://www.jstor.org/stable/1815729
   Web of Science ®Google Scholar
• Ramakrishnan, R. T., & Thakor, A. V. (1984). Information reliability and a theory of financial intermediation. The Review of economic studies, 51(3), 415–432. https://doi.org/10.2307/2297431
   Web of Science ®Google Scholar
• Rogers, K., & Sinkey, J. F., Jr. (1999). An analysis of nontraditional activities at US commercial banks. Review of Financial Economics, 8(1), 25–39. https://doi.org/10.1016/S1058-3300(99)00005-1
   Google Scholar
• Ross, S. A., Westerfield, R., & Jordan, B. D. (2008). Fundamentals of corporate finance. Tata McGraw-Hill Education.
   Google Scholar
• Saunders, A., Schmid, M., & Walter, I. (2020). Strategic scope and bank performance. Journal of Financial Stability, 46, 100715. https://doi.org/10.1016/j.jfs.2019.100715
   Web of Science ®Google Scholar
• Sharma, S., & Anand, A. (2018). Income diversification and bank performance: Evidence from BRICS nations. International Journal of Productivity and Performance Management, 67(9), 1625–1639. https://doi.org/10.1108/IJPPM-01-2018-0013
   Web of Science ®Google Scholar
• Shim, J. (2019). Loan portfolio diversification, market structure and bank stability. Journal of Banking & Finance, 104, 103–115. https://doi.org/10.1016/j.jbankfin.2019.04.006
   Web of Science ®Google Scholar
• Simoens, M., & Vander Vennet, R. (2021). Bank performance in Europe and the US: A divergence in market-to-book ratios. Finance Research Letters, 40, 101672. https://doi.org/10.1016/j.frl.2020.101672
   Web of Science ®Google Scholar
• Simoens, M., & Vander Vennet, R. (2022). Does diversification protect European banks’ market valuations in a pandemic? Finance Research Letters, 44, 102093. https://doi.org/10.1016/j.frl.2021.102093
   Web of Science ®Google Scholar
• Singh, D., Gulija, B., & Russo, C. (2022). ECB Significant-Bank Risk Profile and COVID-19 crisis containment: What approach in the transitioning phase? SSRN Electronic Journal. Available at SSRN 4231157. https://doi.org/10.2139/ssrn.4231157
   Google Scholar
• Song, H. J., Yeon, J., & Lee, S. (2020). Impact of the COVID-19 pandemic: Evidence from the US restaurant industry. International Journal of Hospitality Management, 92, 102702. https://doi.org/10.1016/j.ijhm.2020.102702
   PubMed Web of Science ®Google Scholar
• Stiroh, K. J. (2004). Diversification in banking: Is noninterest income the answer? Journal of Money, Credit and Banking, 36(5), 853–882. https://doi.org/10.1353/mcb.2004.0076
   Web of Science ®Google Scholar
• Stiroh, K. J. (2006). A portfolio view of banking with interest and noninterest activities. Journal of Money, Credit, and Banking, 38(5), 1351–1361. https://doi.org/10.1353/mcb.2006.0075
   Web of Science ®Google Scholar
• Taylor, D. (2022). Did diversified and less risky banks perform better amid the pandemic? Economics Letters, 211, 110251. https://doi.org/10.1016/j.econlet.2021.110251
   Web of Science ®Google Scholar
• Thakor, A. V. (2020). Fintech and banking: What do we know? Journal of Financial Intermediation, 41, 100833. https://doi.org/10.1016/j.jfi.2019.100833
   Web of Science ®Google Scholar
• Wang, C., & Lin, Y. (2021). Income diversification and bank risk in Asia Pacific. The North American Journal of Economics & Finance, 57, 101448. https://doi.org/10.1016/j.najef.2021.101448
   Web of Science ®Google Scholar
• Weaver, R. L. (2020). The impact of COVID-19 on the social enterprise sector. Journal of Social Entrepreneurship, 14(2), 177–185. https://doi.org/10.1080/19420676.2020.1861476
   Web of Science ®Google Scholar
• Wen, Z., & Liao, H. (2021). Capturing attitudinal characteristics of decision-makers in group decision making: Application to select policy recommendations to enhance supply chain resilience under COVID-19 outbreak. Operations Management Research, 15(1–2), 179–194. https://doi.org/10.1007/s12063-020-00170-z
   Web of Science ®Google Scholar
• Williams, B. (2016). The impact of non-interest income on bank risk in Australia. Journal of banking and finance, 73, 16–37. https://doi.org/10.1016/j.jbankfin.2016.07.019
   Web of Science ®Google Scholar
• Xie, H., Chang, H. L., Hafeez, M., & Saliba, C. (2021). COVID-19 post-implications for sustainable banking sector performance: Evidence from emerging Asian economies. Economic Research [Ekonomska Istraživanja], 35(1), 4801–1846. https://doi.org/10.1080/1331677X.2021.2018619
   Web of Science ®Google Scholar
• Zaremba, A., Kizys, R., Tzouvanas, P., Aharon, D. Y., & Demir, E. (2021). The quest for multidimensional financial immunity to the COVID-19 pandemic: Evidence from international stock markets. Journal of International Financial Markets, Institutions and Money, 71, 101284. https://doi.org/10.1016/j.intfin.2021.101284
   Web of Science ®Google Scholar