Small and Medium-Sized Enterprise (SME) Credit Risk Analysis Using Bank Lending Data: An Analysis of Thai SMEs

N. Yoshino, Farhad Taghizadeh‐Hesary, Phadet Charoensivakorn, Baburam Niraula
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引用次数: 31

Abstract

ABSTRACT Small and medium-sized enterprises (SMEs) in Asia are frequently hailed as the backbone of the economies. However, the SMEs usually have severe difficulties with raising money. Considering the bank-dominated characteristic of economies in Asia, banks are the main source of financing, and the lack of a comprehensive credit rating database has been a bottleneck for SMEs. This paper examines how a credit rating scheme for SMEs can be developed, when access to other financial and non-financial ratios is not possible, by using data on lending by banks to SMEs. We employ statistical techniques on five variables from a sample of Thai SMEs and classify them into subgroups based on their financial health. By employing these techniques, banks could reduce information asymmetry and consequently set interest rates and lending ceilings for SMEs. This would ease financing to healthy SMEs and reduce the amount of nonperforming loans to this important sector.
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基于银行贷款数据的中小企业信用风险分析——以泰国中小企业为例
亚洲的中小企业经常被誉为经济的支柱。然而,中小企业通常面临着严重的融资困难。考虑到亚洲经济体以银行为主的特点,银行是中小企业融资的主要来源,缺乏全面的信用评级数据库一直是中小企业发展的瓶颈。本文通过使用银行对中小企业的贷款数据,研究了在无法获得其他财务和非财务比率的情况下,如何制定中小企业的信用评级方案。我们对泰国中小企业样本的五个变量采用统计技术,并根据其财务健康状况将其分类为子组。通过使用这些技术,银行可以减少信息不对称,因此为中小企业制定的利率和贷款上限。这将减轻对健康中小企业的融资压力,并减少对这一重要部门的不良贷款。
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来源期刊
Journal of Comparative Asian Development
Journal of Comparative Asian Development Social Sciences-Political Science and International Relations
CiteScore
1.30
自引率
0.00%
发文量
2
期刊介绍: The Journal of Comparative Asian Development (JCAD) aims to offer the most up-to-date research, analyses, and findings on the many aspects of social, economic, and political development in contemporary Asia conducted by scholars and experts from Asia and around the world.
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