Bank Parikrama: A Journal of Banking & Finance

ISSN: 1019-7044

Volume 49, Nos. 1 - 4, March - December 2024

Published: May 2025

Pages: 134-168

Doi: https://doi.org/10.64204/BP1019-7044/49(1-4)/A20254

The Impact of Bank Stability Metrics on Distance-from-Default

Faysal Ahmad Khan, Imran Mahmud

Abstract

The study aims to determine whether bank stability metrics can predict the default risk of listed banks in Bangladesh. To achieve this, a sample of 29 banks (7 Shariah-based banks and 22 conventional banks) from 2010 to 2023 is used. As a proxy for default risk, ROA based Altman’s Z score and Merton’s distance to default (DTD) were used. For bank stability ratios, Non-performing Loan to Equity (NPLE), Return on Equity (ROE), Liquidity Coverage Ratio (LCR), and Capital Adequacy Ratio (CRAR) were taken. Age, GDP growth, and a dummy for COVID were taken as control variables. Random effect model was tested to interpret the results across all models. The impact of stability metrics differs depending on the proxies taken in the study, as evidenced by the endogeneity and robustness test; however, it was found that capital adequacy, asset quality and profitability significantly impact bank’s default risk for all models, respectively. Additionally, shariah-based banks are more sensitive to asset quality and profitability, where changes in these factors have a heightened effect on default risk. Conventional banks tend to be more sensitive to capital adequacy suggesting that capital adequacy management is critical for these banks’ default risk.

JEL Classification: C23, C36, G21, G32, G33, G41

Keywords: Z-score ,  Metron’s Distance to Default ,  Default Risk ,  Random Effect Model ,  Conventional Banks ,  Shariah-based Banks ,  Endogeneity Test

References:

Abou-El-Sood, H. (2016). Are regulatory capital adequacy ratios good indicators of bank failure? Evidence from US banks. International Review of Financial Analysis, 48, 292–302. https://doi.org/10.1016/j.irfa.2015.11.011

Alqahtani, F., Mayes, D. G., & Brown, K. (2017). Reprint of Economic turmoil and Islamic banking: Evidence from the Gulf Cooperation Council. Pacific-Basin Finance Journal, 42, 113–125. https://doi.org/10.1016/ j.pacfin. 2016.06.013

Altan, D. M., Yusufazari, H., & Bedük, A. (2014). Performance Analysis of Banks in Turkey Using CAMEL Approach. Proceedings of International Academic Conferences, Article 0902916. https://ideas.repec.org//p/sek/ iacpro/0902916.html

Altman, E. I. (1968). Financial Ratios, Discriminant Analysis and The Prediction Of Corporate Bankruptcy. The Journal of Finance, 23(4), 589–609. https://doi.org/10.1111/j.1540-6261.1968.tb00843.x

Altman, E. I., & Kishore, V. (1995). Defaults and Returns on High Yield Bonds: Analysis Through 1995 (SSRN Scholarly Paper No. 1298310). Social Science Research Network. https://papers.ssrn.com/abstract=1298310

Altman, E. I., & Saunders, A. (1997). Credit risk measurement: Developments over the last 20 years. Journal of Banking & Finance, 21(11–12), Article 11–12. https://doi.org/10.1016/S0378-4266(97)00036-8

Altunbas, Y., Carbo, S., Gardener, E. P. M., & Molyneux, P. (2007). Examining the Relationships between Capital, Risk and Efficiency in European Banking. European Financial Management, 13(1), Article 1. https://doi.org/10.1111/j.1468-036X.2006.00285.x

Amollo, M. O. (2015). The relationship between lending interest rate and profitability of commercial banks in Kenya [PhD Thesis]. University of Nairobi.

Angrist, J., & Pischke, J.-S. (2009). Mostly Harmless Econometrics: An Empiricist’s Companion. In Mostly Harmless Econometrics: An Empiricist’s Companion.

Aroghene, K. G. (2022). Effect of Capital Adequacy, Bank Size and Liquidity on the Stability of FUGAZ Bank in Nigeria. International Journal of Engineering and Information Systems (IJEAIS), 6(12), Article 12.

At least 10 banks to be forced to merge by next January | The Business Standard. (2025, February 22). https://www.tbsnews.net/economy/banking/least-10-banks-be-forced-merge-next-january-803386

Baker, M., & Wurgler, J. (2002). Market Timing and Capital Structure. The Journal of Finance, 57(1), Article 1.

Bandyopadhyay, A. (2006). Predicting probability of default of Indian corporate bonds: Logistic and Z ‐score model approaches. The Journal of Risk Finance, 7(3), 255–272. https://doi.org/10.1108/15265940610664942

Bangladesh Bank. (n.d.). Financial Stability Assessment Report (2024q2) [Quarterly]. https://www.bb.org.bd//pub/quaterly/finstab/ qfsar%20 2024 q2.pdf

Berger, A. N., & Bouwman, C. H. S. (2013). How does capital affect bank performance during financial crises? Journal of Financial Economics, 109(1), Article 1. https://doi.org/10.1016/j.jfineco.2013.02.008

Berger, A. N., & DeYoung, R. (1997). Problem loans and cost efficiency in commercial banks. Journal of Banking & Finance, 21(6), Article 6. https://doi.org/10.1016/S0378-4266(97)00003-4

Bharath, S. T., & Shumway, T. (2008). Forecasting Default with the Merton Distance to Default Model. Review of Financial Studies, 21(3), Article 3. https://doi.org/10.1093/rfs/hhn044

Black, F., & Scholes, M. (1973). The Pricing of Options and Corporate Liabilities. Journal of Political Economy, 81(3), Article 3. https://doi.org/10.1086/260062

Bourkhis, K., & Nabi, M. (2013). Islamic and conventional banks’ soundness during the 2007–2008 financial crisis. Review of Financial Economics, 22(2), Article 2.

Buchdadi, A. D., Nguyen, X. T., Putra, F. R., & Dalimunthe, S. (2020). The effect of credit risk and capital adequacy on financial distress in rural banks. Accounting, 967–974. https://doi.org/10.5267/j.ac.2020.7.023

Coats, P. K., & Fant, L. F. (1993). Recognizing Financial Distress Patterns Using a Neural Network Tool. Financial Management, 22(3), Article 3. https://doi.org/10.2307/3665934

Editorial. (07:10:24+05:00). Rising inflation. DAWN.COM. https://www.dawn. com/news/1802819

Ejoh, N., Okpa, I., & Inyang, E. (2014). The relationship and effect of credit and liquidity risk on bank default risk among deposit money banks in Nigeria. Research Journal of Finance and Accounting, 5(16), 142–150.

Enoch, C., Hilbers, P., Krueger, R., Moretti, M., Jose, A., Slack, G., & Sundararajan, V. (2002). Financial Soundness Indicators: Analytical Aspects and Country Practices. International Monetary Fund, IMF Occasional Papers.

Fiordelisi, F., & Mare, D. S. (2013). Probability of default and efficiency in cooperative banking. Journal of International Financial Markets, Institutions and Money, 26, 30–45. https://doi.org/10.1016/ j.intfin. 2013.03.003

Giordana, G. A., & Schumacher, I. (2017). An Empirical Study on the Impact of Basel III Standards on Banks’ Default Risk: The Case of Luxembourg. Journal of Risk and Financial Management, 10(2), Article 2. https://doi.org/10.3390/jrfm10020008

Goddard, J., Molyneux, P., & John O. S. Wilson. (2004). Dynamics of Growth and Profitability in Banking. Journal of Money, Credit and Banking, 36(6), 1069–1090. JSTOR.

Gujarati, D. N. (2009). Basic econometrics. McGraw-Hill.

Hossain, M. Z., Khan, M. A. R., & Sadique, M. S. (2018). Basel III and perceived resilience of banks in the BRICS economies. Applied Economics, 50(19), 2133–2146. https://doi.org/10.1080/00036846.2017.1391999

Huber, P. (1981). Robust statistics. New york: John wiley and sons. HuberRobust Statistics1981.

Hull, J. C., & White, A. D. (1995). A Note on the Models of Hull and White for Pricing Options on the Term Structure: Response. The Journal of Fixed Income, 5(2), Article 2. https://doi.org/10.3905/jfi.1995.408139

International Monetary Fund. (2023). World Economic Outlook. International Monetary Fund. https://www.imf.org/en/Publications/WEO

Jabra, W. B., Mighri, Z., & Mansouri, F. (2017). Determinants of European bank risk during financial crisis. Cogent Economics & Finance, 5(1), Article 1.

Kabir, M. A., & Dey, S. (n.d.). Kabir, M. A., & Dey, S. (2012). Performance analysis through CAMEL rating: A comparative study of selected private commercial banks in Bangladesh. Journal of Politics & Governance, 1(2–3), 16–25.

Kaliyev, K., & Nurmakhanova, M. (2020). Bank risk evaluation through Z-score measure and its effect on financial health of the industry of transitional economy of Kazakhstan. Journal of Economic Research & Business Administration, 133(3), 40–50.

Karim, N. A., Alhabshi, S. M. S. J., Kassim, S., & Haron, R. (2018). Measuring bank stability: A comparative analysis between Islamic and conventional banks in Malaysia. Proceedings of the 2nd Advances in Business Research International Conference: ABRIC2016, 169–177.

Karugu, C., Achoki, G., & Kiriri, P. (2018). Capital Adequacy Ratios as Predictors of Financial Distress in Kenyan Commercial Banks. Journal of Financial Risk Management, 07(03), 278–289. https://doi.org/10.4236/ jfrm.2018.73018

Kparobo Gloria Aroghene & Ikeora, J.J.E. (2022). Effect of Non-Performing Loans (Npls), Capital Adequacy (CA) and Corporate Governance (CG) on Bank Stability in Nigeria. Finance & Accounting Research Journal, 4(4), Article 4. https://doi.org/10.51594/farj.v4i4.400

Laeven, L., & Levine, R. (2009). Bank governance, regulation and risk taking. Journal of Financial Economics, 93(2), 259–275.

Lahrech, N., Lahrech, A., & Boulaksil, Y. (2014). Transparency and performance in Islamic banking: Implications on profit distribution. International Journal of Islamic and Middle Eastern Finance and Management, 7(1), 61–88. https://doi.org/10.1108/IMEFM-06-2012-0047

Leamer, E. E. (1983). Let’s Take the Con Out of Econometrics. The American Economic Review, 73(1), 31–43.

Lipton, M., & Lorsch, J. W. (1992). A modest proposal for improved corporate governance. The Business Lawyer, 59–77.

Mahmud, I. (2023). CAMEL Ratios and Market Profitability: A study on Banking Sector in Bangladesh. Journal of Financial Markets and Governance, 2(1), Article 1. https://doi.org/10.54728/JFMG-202209-00062

Merton, R. C. (1974). On the Pricing of Corporate Debt: The Risk Structure of Interest Rates. The Journal of Finance, 29(2), Article 2. https://doi.org/10.2307/2978814

Mester, L. J. (1996). A study of bank efficiency taking into account risk-preferences. Journal of Banking & Finance, 20(6), 1025–1045. https://doi. org/10.1016/0378-4266(95)00047-X

Minh Sang, N. (2021). Capital adequacy ratio and a bank’s financial stability in Vietnam. Banks and Bank Systems, 16(4), 61–71. https://doi.org/ 10.21511/bbs.16(4).2021.06

Muhajir, M. H., Six, P., & Ahn, J.-H. (2023). Macro-Financial Determinants of Default Probability Using Copula: A Case Study of Indonesian Banks. Buletin Ekonomi Moneter Dan Perbankan, 25(4), Article 4. https://doi.org/10.21098/bemp.v25i4.1748

Norden, L., & Weber, M. (2010). Credit line usage, checking account activity, and default risk of bank borrowers. The Review of Financial Studies, 23(10), 3665–3699.

Obadire, A. M. (2022). Banking Regulation Effects on African Banks’ Stability. Journal of Financial Risk Management, 11(04), 707–726. https://doi. org/10.4236/jfrm.2022.114034

Ohashi, K., & Singh, M., (2004). Japan’s Distressed Debt Market. IMF Working Papers, 04(86), 1. https://doi.org/10.5089/9781451850918.001

Podpiera, J., & Ötker, M. I. (2010). The fundamental determinants of credit default risk for European large complex financial institutions. International Monetary Fund.

Rafiq, Md. R. I. (2016). Determining Bank performance using CAMEL rating: A comparative study on selected Islamic and Conventional Banks in Bangladesh. Asian Business Review, 6(3), Article 3. https://doi.org/10.1 8034/abr.v6i3.40

Resolving banking sector’s distressed portfolio problem | The Business Standard. (2025, February 22). https://www.tbsnews.net/economy/banking/resolving-banking-sectors-distressed-portfolio-problem-800718

Sagatbekovich, K. K., & Nurmakhanova, M. (2021). Bank Regulation in the Economies in Transition. Sage Open, 11(4), Article 4. https://doi. org/10.1177/21582440211061537

Sahut, J.-M., & Mili, M. (2011). Banking distress in MENA countries and the role of mergers as a strategic policy to resolve distress. Economic Modelling, 28(1–2), 138–146.

Said, R. M., & Tumin, M. H. (2011). Performance and financial ratios of commercial banks in Malaysia and China. International Review of Business Research Papers, 7(2), 157–169.

Saputra, A. A., & Shaferi, I. (2020). THE EFFECT OF CREDIT RISK, LIQUIDITY RISK AND CAPITAL ADEQUACY ON BANK STABILITY.

Soenen, N., & Vander Vennet, R. (2022). Determinants of European banks’ default risk. Finance Research Letters, 47, 102557. https://doi.org/ 10.1016/j.frl.2021.102557

Sundararajan, V., Enoch, C., San Jose, A., Hilbers, P., Krueger, R., Moretti, M., & Slack, G. (2002). Financial soundness indicators: Analytical aspects and country practices (Vol. 212). International Monetary Fund Washington, DC.

Trippi, R. R., & Turban, E. (1992). Neural Networks in Finance and Investing: Using Artificial Intelligence to Improve Real World Performance. McGraw-Hill, Inc.

Wanke, P., Azad, M. A. K., & Barros, C. P. (2016). Financial distress and the Malaysian dual baking system: A dynamic slacks approach. Journal of Banking & Finance, 66, 1–18.

Wheelock, D. C., & Wilson, P. W. (2000). Why do Banks Disappear? The Determinants of U.S. Bank Failures and Acquisitions. Review of Economics and Statistics, 82(1), 127–138. https://doi.org/10.1162/003465300558560

Wooldridge, J. M. (2010). Econometric analysis of cross section and panel data. MIT press.