Are the current researched early warning indicators significant in identifying banking crises?

Are the current researched early warning indicators significant in identifying banking crises?

Authors

  • Berdiyorov Bekzod Shoymardonovich,
  • Masharipov Sarvar Matkarimovich
  • Berdiyorov Jahongir Shaymardon o‘g‘li

DOI:

https://doi.org/10.5281/zenodo.14295179

Keywords:

Early Warning Indicators (EWIs), Banking Crises, pooled logistic model, AUROCs.

Abstract

This paper continues the discussion set forth in the paper “Initial research: Are the current researched early
warning indicators significant in identifying banking crises?” by Berdiyorov (2024) with expanding on the paper: ‘Early
Warning Indicators of Banking Crises: Expanding the Family’ by Aldasoro, Borio and Drehmann (2018). Using a pooled
logistic model with large a data set from 1980 to 2019 containing multiple countries and crises and estimating the optimal
thresholds for each indicator to produce accurate true signals of banking crises. I establish that the current EWIs, mainly
the credit-to-GDP gap, are still highly significant and reliable indicators of banking crises, producing highly significant
informative signals according to the AUROCs and signal-to-noise ratios. In addition, the additional indicators introduced
in this paper are found to also be effective statistically significant indicators of vulnerabilities within the banking industry.
For example, the loans-to-deposit has high AUCs across all time horizons and the highest signal-to-noise ratios amongst
all the indicators.

Author Biographies

Berdiyorov Bekzod Shoymardonovich,

Senior Teacher,
Department of “Management, Economics and Humanitarian” subjects
Turin Polytechnic University in Tashkent

Masharipov Sarvar Matkarimovich

Chief Head of Credit Departments I&II, JSC “KDB Bank Uzbekistan”

Berdiyorov Jahongir Shaymardon o‘g‘li

Risk Manager, JSC “KDB Bank Uzbekistan”

Published

2024-10-18

Issue

Section

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