The Impact of Revenue Diversification on Bank Performance and Risk: Evidence from Bangladesh
Abstract:
Purpose: This study examines whether revenue diversification improves or harms banks' profitability and financial stability in Bangladesh.
Method: A panel dataset covering 270 observations from DSE-listed banks spanning 2014 to 2023 is used. This study applies fixed-effects and random-effects regression models using STATA 13. Key performance indicators such as Return on Assets (ROA), Return on Equity (ROE), and Z-score (a measure of financial risk) are analyzed. The control variables include bank size, leverage, asset growth, the deposit-to-total-assets ratio, and macroeconomic indicators such as GDP growth and inflation.
Results: Revenue diversification negatively impacts profitability and financial stability. ROA, ROE, and Z-score have significantly negative relationships with revenue diversification. Larger banks tend to be less profitable and stable, whereas a higher deposit-to-total-assets ratio improves performance. GDP growth has a slight positive impact on profitability but does not significantly affect the financial stability.
Conclusions: Diversifying income sources may not always benefit Bangladeshi banks. This can reduce profitability and increase financial risk. Managing leverage and improving asset utilization are crucial for achieving better financial outcomes.
Limitations: This study is limited to DSE-listed banks in Bangladesh and does not consider unlisted banks or non-bank financial institutions in its analysis.
Contribution: This study contributes to the banking and finance field by offering insights into the effects of revenue diversification on bank performance and risk in a developing economy. This can help policymakers, bank managers, and financial analysts make better decisions regarding income strategies and risk management.
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References
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Abu Khalaf, B., Awad, A. B., & Ellis, S. (2024). The impact of non-interest income on commercial bank profitability in the Middle East and North Africa (MENA) region. Journal of Risk and Financial Management, 17(3), 103. doi:https://doi.org/10.3390/jrfm17030103
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. doi:https://doi.org/10.1016/j.intfin.2018.04.005
Adem, M. (2022). Impact of diversification on bank stability: evidence from emerging and developing countries. Discrete Dynamics in Nature and Society, 2022(1), 7200725. doi:https://doi.org/10.1155/2022/7200725
Ahamed, M. M. (2017). Asset quality, non-interest income, and bank profitability: Evidence from Indian banks. Economic Modelling, 63, 1-14. doi:https://doi.org/10.1016/j.econmod.2017.01.016
Ahmed, M. A., & Rozario, K. P. (2024). Impact of off-balance sheet activities on bank profitability: Evidence from Bangladesh. International Journal of Financial, Accounting, and Management, 6(2), 283-299. doi:https://doi.org/10.35912/ijfam.v6i2.2510
Ahokpossi, M. C. (2013). Determinants of bank interest margins in Sub-Saharan Africa: International Monetary Fund.
Akter, A., Majumder, M. T. H., & Uddin, M. J. (2018). Do capital regulations and risk-taking behavior affect bank performance? Evidence from Bangladesh. Asian Economic and Financial Review, 8(8), 1042. doi:https://doi.org/10.18488/journal.aefr.2018.88.1042.1074
Al-Qudah, A. M., & Jaradat, M. A. (2013). The impact of macroeconomic variables and banks characteristics on Jordanian Islamic banks profitability: Empirical evidence. International Business Research, 6(10), 153. doi:http://dx.doi.org/10.5539/ibr.v6n10p153
Alhassan, A. L. (2015). Income diversification and bank efficiency in an emerging market. Managerial Finance, 41(12), 1318-1335. doi:https://doi.org/10.1108/MF-12-2014-0304
Ashraf, Y., & Nazir, M. S. (2023). Income diversification and bank performance: an evidence from emerging economy of Pakistan. Journal of Economic and Administrative Sciences. doi:https://doi.org/10.1108/JEAS-05-2023-0119
De Silva, A., Duong, H. N., Nguyen, M., & Nguyen, Y. N. (2023). Bank risk in uncertain times: Do credit rationing and revenue diversification matter? Journal of Business Finance & Accounting, 50(7-8), 1240-1273. doi:https://doi.org/10.1111/jbfa.12653
Drucker, S., & Puri, M. (2009). On loan sales, loan contracting, and lending relationships. The Review of Financial Studies, 22(7), 2835-2872. doi:https://doi.org/10.1093/rfs/hhn067
Elia, J., Toros, E., Sawaya, C., & Balouza, M. (2021). Using Altman Z”-score to predict financial distress: Evidence from Lebanese alpha banks. Management Studies and Economic Systems, 6(1/2), 47-57.
Githaiga, P. N. (2021). Human capital, income diversification and bank performance–an empirical study of East African banks. Asian Journal of Accounting Research, 6(1), 95-108. doi:https://doi.org/10.1108/AJAR-06-2020-0041
Hassan, M. K., & Bashir, A.-H. M. (2003). Determinants of Islamic banking profitability. Paper presented at the 10th ERF annual conference, Morocco.
Hidayat, W. Y., Kakinaka, M., & Miyamoto, H. (2012). Bank risk and non-interest income activities in the Indonesian banking industry. Journal of Asian Economics, 23(4), 335-343. doi:https://doi.org/10.1016/j.asieco.2012.03.008
Ismail, A., Hanif, R., Choudhary, S., & Ahmad, N. (2015). Income-diversification in banking sector of Pakistan: a'Blessing'or'Curse'. The Journal of Commerce, 7(1), 11-22.
Kahloul, I., & Hallara, S. (2010). The impact of diversification on firm performance and risk: An empirical evidence. International Research Journal of Finance and Economics, 35(35), 150-162.
Laeven, L., & Levine, R. (2007). Is there a diversification discount in financial conglomerates? Journal of financial economics, 85(2), 331-367. doi:https://doi.org/10.1016/j.jfineco.2005.06.001
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 and Finance, 27, 48-67. doi:https://doi.org/10.1016/j.najef.2013.11.002
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. doi:https://doi.org/10.1016/j.jbankfin.2007.12.002
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. doi:https://doi.org/10.1016/j.frl.2021.101957
Majumder, M. T. H., & Uddin, M. J. (2017). The determinants of profitability of nationalised banks in Bangladesh. International Journal of Economics and Business Research, 13(4), 335-348. doi:https://doi.org/10.1504/IJEBR.2017.084380
Mashrur, F. A., & Tabassum, N. (2023). A Panel Analysis on Macroeconomic and Bank-Specific Determinants of Commercial Bank’s Profitability in a Developing Economy: Evidence From Bangladesh. IOSR Journal of Economics and Finance, 6, 37-46. doi:https://doi.org/10.9790/5933-1406043746
Masood, O., & Ashraf, M. (2012). Bank?specific and macroeconomic profitability determinants of Islamic banks: The case of different countries. Qualitative Research in Financial Markets, 4(2/3), 255-268. doi:https://doi.org/10.1108/17554171211252565
Maubi, A. M., & Jagongo, A. (2014). Corporate loan portfolio diversification and credit risk management among commercial banks in Kenya. International Journal of Current Business and Social Sciences, 1(2), 81-111.
Mawutor, J. K. M., Boadi, I., Antwi, S., & Tetteh, A. B. (2023). Improving banks’ profitability through income diversification and intellectual capital: The sub-Saharan Africa perspective. Cogent Economics & Finance, 11(2), 2271658. doi:https://doi.org/10.1080/23322039.2023.2271658
Mercieca, S., Schaeck, K., & Wolfe, S. (2007). Small European banks: Benefits from diversification? Journal of Banking & Finance, 31(7), 1975-1998. doi:https://doi.org/10.1016/j.jbankfin.2007.01.004
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. doi:https://doi.org/10.1016/j.intfin.2014.03.007
Natalia, A. H., Kurniawan, M. R., & Firsty, R. R. (2016). Bank income diversification from stock market perspective: Evidence from ASEAN+ 3. Indonesian capital market review, 8(1), 4. doi:https://doi.org/10.21002/icmr.v8i1.5270
Nguyen, J., Parsons, R., & Argyle, B. (2021). An examination of diversification on bank profitability and insolvency risk in 28 financially liberalized markets. Journal of Behavioral and Experimental Finance, 29, 100416. doi:https://doi.org/10.1016/j.jbef.2020.100416
Nguyen, T. V., Le, T. H. T., & Le, T. X. H. (2023). Application of the Altman Z-Score Model in Assessing the Financial Health of Garment Manufacturing Enterprises Listed on the Vietnam Stock Market. International Journal of Multidisciplinary Research and Analysis, 6(6). doi:https://doi.org/10.47191/ijmra/v6-i6-67
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. doi:https://doi.org/10.3390/ijfs6020040
Odesanmi, S., & Wolfe, S. (2007). Revenue diversification and insolvency risk: Evidence from banks in emerging economies. Social Science Research Network, 34(12), 1-240.
Paltrinieri, A., Dreassi, A., Rossi, S., & Khan, A. (2021). Risk-adjusted profitability and stability of Islamic and conventional banks: does revenue diversification matter? Global Finance Journal, 50, 100517. doi:https://doi.org/10.1016/j.gfj.2020.100517
Phan, D. T., Nguyen, T. T., & Hoang, T. T. (2022). Impact of income diversification on the business performance of Vietnamese commercial banks. Cogent Business & Management, 9(1), 2132592. doi:https://doi.org/10.1080/23311975.2022.2132592
Sanya, S., & Wolfe, S. (2011). Can banks in emerging economies benefit from revenue diversification? Journal of financial services research, 40, 79-101. doi:https://doi.org/10.1007/s10693-010-0098-z
Saunders, A., Schmid, M., & Walter, I. (2020). Strategic scope and bank performance. Journal of Financial Stability, 46, 100715. doi:https://doi.org/10.1016/j.jfs.2019.100715
Sawada, M. (2013). How does the stock market value bank diversification? Empirical evidence from Japanese banks. Pacific-Basin Finance Journal, 25, 40-61. doi:https://doi.org/10.1016/j.pacfin.2013.08.001
Sharma, S., & Anand, A. (2020). Geographical diversification and bank performance: evidence from Indian banks. International Journal of Productivity and Performance Management, 69(3), 583-596. doi:https://doi.org/10.1108/IJPPM-01-2019-0049
Stiroh, K. J. (2004a). Diversification in banking: Is noninterest income the answer? Journal of Money, Credit and Banking, 853-882. doi:https://doi.org/10.2139/ssrn.334420
Stiroh, K. J. (2004b). Do community banks benefit from diversification? Journal of financial services research, 25, 135-160. doi:https://doi.org/10.1023/B:FINA.0000020657.59334.76
Stiroh, K. J., & Rumble, A. (2006). The dark side of diversification: The case of US financial holding companies. Journal of Banking & Finance, 30(8), 2131-2161. doi:https://doi.org/10.1016/j.jbankfin.2005.04.030
Thakur, N., & Arora, S. (2023). Determinants of income diversification: empirical evidence from Indian banks. International Journal of Law and Management, 66(2), 195-215. doi:https://doi.org/10.1108/IJLMA-05-2023-0113
Tharu, N. K., & Shrestha, Y. M. (2019). The influence of bank size on profitability: An application of statistics. International Journal of Financial, Accounting, and Management, 1(2), 81-89. doi:https://doi.org/10.35912/ijfam.v1i2.82
Tosin, I. O., & Otonne, A. (2019). A comparative analysis of the determinants of profitability of commercial and microfinance banks in Nigeria. International Journal of Financial, Accounting, and Management, 1(3), 173-182. doi:https://doi.org/10.35912/ijfam.v1i3.135
Uddin, M. J., Majumder, M. T. H., Akter, A., & Zaman, R. (2022). Do the diversification of income and assets spur bank profitability in Bangladesh? A dynamic panel data analysis. Vilakshan-XIMB Journal of Management, 19(2), 177-194. doi:https://doi.org/10.1108/XJM-01-2021-0023
Xie, Z., Liu, X., Najam, H., Fu, Q., Abbas, J., Comite, U., . . . Miculescu, A. (2022). Achieving financial sustainability through revenue diversification: A green pathway for financial institutions in Asia. Sustainability, 14(6), 3512. doi:https://doi.org/10.3390/su14063512
- References
- Abdymomunov, A., Gerlach, J., & Sakurai, Y. (2023). Interest rate risk in the us banking sector. Available at SSRN 4395529. doi:https://doi.org/10.2139/ssrn.4395529
- Abu Khalaf, B., Awad, A. B., & Ellis, S. (2024). The impact of non-interest income on commercial bank profitability in the Middle East and North Africa (MENA) region. Journal of Risk and Financial Management, 17(3), 103. doi:https://doi.org/10.3390/jrfm17030103
- 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. doi:https://doi.org/10.1016/j.intfin.2018.04.005
- Adem, M. (2022). Impact of diversification on bank stability: evidence from emerging and developing countries. Discrete Dynamics in Nature and Society, 2022(1), 7200725. doi:https://doi.org/10.1155/2022/7200725
- Ahamed, M. M. (2017). Asset quality, non-interest income, and bank profitability: Evidence from Indian banks. Economic Modelling, 63, 1-14. doi:https://doi.org/10.1016/j.econmod.2017.01.016
- Ahmed, M. A., & Rozario, K. P. (2024). Impact of off-balance sheet activities on bank profitability: Evidence from Bangladesh. International Journal of Financial, Accounting, and Management, 6(2), 283-299. doi:https://doi.org/10.35912/ijfam.v6i2.2510
- Ahokpossi, M. C. (2013). Determinants of bank interest margins in Sub-Saharan Africa: International Monetary Fund.
- Akter, A., Majumder, M. T. H., & Uddin, M. J. (2018). Do capital regulations and risk-taking behavior affect bank performance? Evidence from Bangladesh. Asian Economic and Financial Review, 8(8), 1042. doi:https://doi.org/10.18488/journal.aefr.2018.88.1042.1074
- Al-Qudah, A. M., & Jaradat, M. A. (2013). The impact of macroeconomic variables and banks characteristics on Jordanian Islamic banks profitability: Empirical evidence. International Business Research, 6(10), 153. doi:http://dx.doi.org/10.5539/ibr.v6n10p153
- Alhassan, A. L. (2015). Income diversification and bank efficiency in an emerging market. Managerial Finance, 41(12), 1318-1335. doi:https://doi.org/10.1108/MF-12-2014-0304
- Ashraf, Y., & Nazir, M. S. (2023). Income diversification and bank performance: an evidence from emerging economy of Pakistan. Journal of Economic and Administrative Sciences. doi:https://doi.org/10.1108/JEAS-05-2023-0119
- De Silva, A., Duong, H. N., Nguyen, M., & Nguyen, Y. N. (2023). Bank risk in uncertain times: Do credit rationing and revenue diversification matter? Journal of Business Finance & Accounting, 50(7-8), 1240-1273. doi:https://doi.org/10.1111/jbfa.12653
- Drucker, S., & Puri, M. (2009). On loan sales, loan contracting, and lending relationships. The Review of Financial Studies, 22(7), 2835-2872. doi:https://doi.org/10.1093/rfs/hhn067
- Elia, J., Toros, E., Sawaya, C., & Balouza, M. (2021). Using Altman Z”-score to predict financial distress: Evidence from Lebanese alpha banks. Management Studies and Economic Systems, 6(1/2), 47-57.
- Githaiga, P. N. (2021). Human capital, income diversification and bank performance–an empirical study of East African banks. Asian Journal of Accounting Research, 6(1), 95-108. doi:https://doi.org/10.1108/AJAR-06-2020-0041
- Hassan, M. K., & Bashir, A.-H. M. (2003). Determinants of Islamic banking profitability. Paper presented at the 10th ERF annual conference, Morocco.
- Hidayat, W. Y., Kakinaka, M., & Miyamoto, H. (2012). Bank risk and non-interest income activities in the Indonesian banking industry. Journal of Asian Economics, 23(4), 335-343. doi:https://doi.org/10.1016/j.asieco.2012.03.008
- Ismail, A., Hanif, R., Choudhary, S., & Ahmad, N. (2015). Income-diversification in banking sector of Pakistan: a'Blessing'or'Curse'. The Journal of Commerce, 7(1), 11-22.
- Kahloul, I., & Hallara, S. (2010). The impact of diversification on firm performance and risk: An empirical evidence. International Research Journal of Finance and Economics, 35(35), 150-162.
- Laeven, L., & Levine, R. (2007). Is there a diversification discount in financial conglomerates? Journal of financial economics, 85(2), 331-367. doi:https://doi.org/10.1016/j.jfineco.2005.06.001
- 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 and Finance, 27, 48-67. doi:https://doi.org/10.1016/j.najef.2013.11.002
- 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. doi:https://doi.org/10.1016/j.jbankfin.2007.12.002
- 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. doi:https://doi.org/10.1016/j.frl.2021.101957
- Majumder, M. T. H., & Uddin, M. J. (2017). The determinants of profitability of nationalised banks in Bangladesh. International Journal of Economics and Business Research, 13(4), 335-348. doi:https://doi.org/10.1504/IJEBR.2017.084380
- Mashrur, F. A., & Tabassum, N. (2023). A Panel Analysis on Macroeconomic and Bank-Specific Determinants of Commercial Bank’s Profitability in a Developing Economy: Evidence From Bangladesh. IOSR Journal of Economics and Finance, 6, 37-46. doi:https://doi.org/10.9790/5933-1406043746
- Masood, O., & Ashraf, M. (2012). Bank?specific and macroeconomic profitability determinants of Islamic banks: The case of different countries. Qualitative Research in Financial Markets, 4(2/3), 255-268. doi:https://doi.org/10.1108/17554171211252565
- Maubi, A. M., & Jagongo, A. (2014). Corporate loan portfolio diversification and credit risk management among commercial banks in Kenya. International Journal of Current Business and Social Sciences, 1(2), 81-111.
- Mawutor, J. K. M., Boadi, I., Antwi, S., & Tetteh, A. B. (2023). Improving banks’ profitability through income diversification and intellectual capital: The sub-Saharan Africa perspective. Cogent Economics & Finance, 11(2), 2271658. doi:https://doi.org/10.1080/23322039.2023.2271658
- Mercieca, S., Schaeck, K., & Wolfe, S. (2007). Small European banks: Benefits from diversification? Journal of Banking & Finance, 31(7), 1975-1998. doi:https://doi.org/10.1016/j.jbankfin.2007.01.004
- 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. doi:https://doi.org/10.1016/j.intfin.2014.03.007
- Natalia, A. H., Kurniawan, M. R., & Firsty, R. R. (2016). Bank income diversification from stock market perspective: Evidence from ASEAN+ 3. Indonesian capital market review, 8(1), 4. doi:https://doi.org/10.21002/icmr.v8i1.5270
- Nguyen, J., Parsons, R., & Argyle, B. (2021). An examination of diversification on bank profitability and insolvency risk in 28 financially liberalized markets. Journal of Behavioral and Experimental Finance, 29, 100416. doi:https://doi.org/10.1016/j.jbef.2020.100416
- Nguyen, T. V., Le, T. H. T., & Le, T. X. H. (2023). Application of the Altman Z-Score Model in Assessing the Financial Health of Garment Manufacturing Enterprises Listed on the Vietnam Stock Market. International Journal of Multidisciplinary Research and Analysis, 6(6). doi:https://doi.org/10.47191/ijmra/v6-i6-67
- 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. doi:https://doi.org/10.3390/ijfs6020040
- Odesanmi, S., & Wolfe, S. (2007). Revenue diversification and insolvency risk: Evidence from banks in emerging economies. Social Science Research Network, 34(12), 1-240.
- Paltrinieri, A., Dreassi, A., Rossi, S., & Khan, A. (2021). Risk-adjusted profitability and stability of Islamic and conventional banks: does revenue diversification matter? Global Finance Journal, 50, 100517. doi:https://doi.org/10.1016/j.gfj.2020.100517
- Phan, D. T., Nguyen, T. T., & Hoang, T. T. (2022). Impact of income diversification on the business performance of Vietnamese commercial banks. Cogent Business & Management, 9(1), 2132592. doi:https://doi.org/10.1080/23311975.2022.2132592
- Sanya, S., & Wolfe, S. (2011). Can banks in emerging economies benefit from revenue diversification? Journal of financial services research, 40, 79-101. doi:https://doi.org/10.1007/s10693-010-0098-z
- Saunders, A., Schmid, M., & Walter, I. (2020). Strategic scope and bank performance. Journal of Financial Stability, 46, 100715. doi:https://doi.org/10.1016/j.jfs.2019.100715
- Sawada, M. (2013). How does the stock market value bank diversification? Empirical evidence from Japanese banks. Pacific-Basin Finance Journal, 25, 40-61. doi:https://doi.org/10.1016/j.pacfin.2013.08.001
- Sharma, S., & Anand, A. (2020). Geographical diversification and bank performance: evidence from Indian banks. International Journal of Productivity and Performance Management, 69(3), 583-596. doi:https://doi.org/10.1108/IJPPM-01-2019-0049
- Stiroh, K. J. (2004a). Diversification in banking: Is noninterest income the answer? Journal of Money, Credit and Banking, 853-882. doi:https://doi.org/10.2139/ssrn.334420
- Stiroh, K. J. (2004b). Do community banks benefit from diversification? Journal of financial services research, 25, 135-160. doi:https://doi.org/10.1023/B:FINA.0000020657.59334.76
- Stiroh, K. J., & Rumble, A. (2006). The dark side of diversification: The case of US financial holding companies. Journal of Banking & Finance, 30(8), 2131-2161. doi:https://doi.org/10.1016/j.jbankfin.2005.04.030
- Thakur, N., & Arora, S. (2023). Determinants of income diversification: empirical evidence from Indian banks. International Journal of Law and Management, 66(2), 195-215. doi:https://doi.org/10.1108/IJLMA-05-2023-0113
- Tharu, N. K., & Shrestha, Y. M. (2019). The influence of bank size on profitability: An application of statistics. International Journal of Financial, Accounting, and Management, 1(2), 81-89. doi:https://doi.org/10.35912/ijfam.v1i2.82
- Tosin, I. O., & Otonne, A. (2019). A comparative analysis of the determinants of profitability of commercial and microfinance banks in Nigeria. International Journal of Financial, Accounting, and Management, 1(3), 173-182. doi:https://doi.org/10.35912/ijfam.v1i3.135
- Uddin, M. J., Majumder, M. T. H., Akter, A., & Zaman, R. (2022). Do the diversification of income and assets spur bank profitability in Bangladesh? A dynamic panel data analysis. Vilakshan-XIMB Journal of Management, 19(2), 177-194. doi:https://doi.org/10.1108/XJM-01-2021-0023
- Xie, Z., Liu, X., Najam, H., Fu, Q., Abbas, J., Comite, U., . . . Miculescu, A. (2022). Achieving financial sustainability through revenue diversification: A green pathway for financial institutions in Asia. Sustainability, 14(6), 3512. doi:https://doi.org/10.3390/su14063512