Macroeconomic determinants of non-performing loans: A quantile regression approach evidence from Vietnam's banking system

Chi Diem Ha Le, Anh Hoang Le
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Abstract

This study investigates the impact of economic growth, inflation, money supply, and real interest rates on non-performing loans (NPLs) in the Vietnamese banking system. To achieve the research objective, we employ Ordinary Least Squares and Quantile regression methods to estimate models with data collected from the World Bank on the Vietnamese banking system for the period 2000-2020. The Ordinary Least Squares estimation results do not find a significant impact of economic growth on NPLs, but Quantile regression estimation results reveal that economic growth has a negative effect on NPLs for the lower quantile groups, with this effect being insignificant for the quantile groups above 0.3. Furthermore, the study's findings indicate that inflation and real interest rates have a negative impact on NPLs across most quantile groups, while the money supply has a negative impact on NPLs only in the medium quantiles (0.4 and 0.5) and high quantile groups (above 0.7). Additionally, we found a stable equilibrium between NPLs and economic growth, inflation, money supply, and real interest rates, with a positive long-term impact of economic growth, inflation, money supply, and real interest rates on NPLs. The research findings propose several policy implications for controlling NPLs in the Vietnamese banking system.
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不良贷款的宏观经济决定因素:越南银行体系的分位数回归方法证据
本研究探讨经济成长、通货膨胀、货币供应和实际利率对越南银行系统不良贷款(NPLs)的影响。为了实现研究目标,我们使用普通最小二乘法和分位数回归方法来估计从世界银行收集的2000-2020年期间越南银行体系的数据模型。普通最小二乘估计结果没有发现经济增长对不良贷款的显著影响,但分位数回归估计结果显示,经济增长对不良贷款有负向影响,对于0.3以上的分位数组,这种影响不显著。此外,研究结果表明,通货膨胀和实际利率对大多数分位数组的不良贷款有负面影响,而货币供应仅在中等分位数组(0.4和0.5)和高分位数组(0.7以上)对不良贷款有负面影响。此外,我们发现不良贷款与经济增长、通货膨胀、货币供应和实际利率之间存在稳定的平衡,经济增长、通货膨胀、货币供应和实际利率对不良贷款具有积极的长期影响。研究结果提出了控制越南银行体系不良贷款的几个政策含义。
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