Faculty of Finance and Banking, Ho Chi Minh City Open University, Ho Chi Minh, Vietnam.
PLoS One. 2024 Feb 15;19(2):e0297973. doi: 10.1371/journal.pone.0297973. eCollection 2024.
The paper explores the role of business models in the link between uncertainty and bank risk. From the perspective of banks, given that future outcomes tend to be less predictable if banking uncertainty rises, we highlight a framework that a larger dispersion of bank shocks to bank-specific variables might mirror such decreased predictability as a consequence of increasing uncertainty. To compensate for the persistence of bank risk and address the endogeneity issue, we applied the system generalized method of moments (GMM) estimator as the main regressions. Analyzing a panel of commercial banks from Vietnam between 2007 and 2019, we find that higher levels of banking uncertainty may increase bank risk, as gauged by banks' credit risk (loan loss reverses and non-performing loans) and default risk (Z-score index). This detrimental influence of uncertainty appears to be most pronounced with banks relying on pure lending, and it decreases with more non-interest income. A deeper investigation after estimating the marginal effects with plots reveals an asymmetric pattern that bank risk is immune to uncertainty in banks with the highest level of income diversification. Interestingly, we also provide evidence that uncertainty may lower the default risk level when income diversification exceeds a sufficiently high level. Our findings demonstrate that diversified business models are an efficient buffer against higher bank risk in times of increased uncertainty.
本文探讨了商业模式在不确定性与银行风险之间的关系中的作用。从银行的角度来看,由于银行业不确定性上升会导致未来结果的可预测性降低,我们强调了一个框架,即银行对特定于银行的变量的冲击的更大分散可能反映了这种不确定性增加导致的可预测性降低。为了弥补银行风险的持久性并解决内生性问题,我们应用了系统广义矩估计量(GMM)作为主要回归方法。通过分析 2007 年至 2019 年越南商业银行的面板数据,我们发现银行业不确定性水平的提高可能会增加银行风险,这可以通过银行的信用风险(贷款损失冲销和不良贷款)和违约风险(Z 值指数)来衡量。这种不确定性的不利影响似乎在纯粹依赖贷款的银行中最为明显,并且随着非利息收入的增加而减少。通过绘制边际效应图进行进一步研究揭示了一种不对称模式,即当收入多样化程度最高时,银行风险对不确定性具有免疫力。有趣的是,我们还提供了证据表明,当收入多样化超过足够高的水平时,不确定性可能会降低违约风险水平。我们的研究结果表明,在不确定性增加的时期,多元化的商业模式是应对更高银行风险的有效缓冲。