Rating of Banks under Systemic Instability
DOI:
https://doi.org/10.26906/eip.2019.4(75).1863Keywords:
banking system, systemic risk, bank solvency rating, financial crisis, defaultAbstract
This article investigates the predictive ability of rating methodologies of banks based on scoring approach, financial ratios and open data on Ukrainian banks. As a result of the comparative analysis of rating indexes dynamics for groups of active and bankrupt banks during the system crisis and recovery 2014-2018, it was found that ratings based only on open data may have a high ability to bankruptcy early warning, because the final scores for the further defaulted banks were below the median values of the system. Moreover, insolvent banks were inclined to gradually lose their position in the rating for a few quarters before the default. The findings from the retrospective analysis were used to select the most significant default indicators for banks, which are the basis of the updated methodology based on newly disclosed data on a bank-by-bank basis.
References
Babecký, J. et al. (2012). Banking, debt, and currency crisis early warning indicators for developed countries. ECB Working Paper Series, 1485. DOI: https://doi.org/10.2139/ssrn.2162901
Barro, R., Jin, T. (2016). Rare Events and Long-Run Risks. NBER Working Papers, 21871. Retrieved from ssrn.com/abstract=2933697. DOI: https://doi.org/10.3386/w21871
Demirgüç-Kunt, A., Detragiache, E. (2005). Cross-country empirical studies of systemic bank distress: a survey. IMF Working Paper, 05/96. DOI: https://doi.org/10.5089/9781451861150.001
Evans, O., Leone, A. M., Gill, M., & Hilbers, P. (2000). Macroprudential indicators of financial system soundness. IMF Occasional Papers, 192.
Kornyliuk, R. V. (2019). Bank sustainability rating. Methodology. Retrieved from minfin.com.ua/ua/banks/rating/method/.
Manasse, P., Roubini, N., & Schimmelpfennig, A. (2003). Predicting sovereign debt crises. IMF Working Paper, 03/221, 1–41. DOI: https://doi.org/10.5089/9781451875256.001
Rose, A. K., Spiegel, M. M. (2009). Cross-country causes and consequences of the 2008 crisis: Early Warning. Federal Reserve Bank of San Francisco Working Paper Series, 14 September. DOI: https://doi.org/10.3386/w15357