Association Between Financial Efficiency and Credit Risk of SMEs—A Study Using DEA and Altman Z-score

IF 2.5 Q3 BUSINESS FIIB Business Review Pub Date : 2023-07-17 DOI:10.1177/23197145231177182
Sonali Bagade, Shyamsunder Chitta, Ravi Kumar Jain, V. Padmavathi, K. Prasad
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Abstract

Small and medium enterprises (SMEs) have encountered several threats resulting in a high failure rate vis-à-vis unavailability of financial assistance from funding institutions. Financial assistance is triggered through financial efficiency of SMEs and an error-free credit risk assessment. This article attempts to evaluate SMEs’ financial efficiency and credit risk. Data from 2016 to 2020 are collected for 36 listed companies and analysed using the Altman Z-score to predict leeway of bankruptcy and data envelopment analysis to study the financial efficiency. Association between results of both the models shows that there does not exist a direct relation between credit risk and financial efficiency. SMEs can build a comprehensive financial portfolio using the findings of this study The study findings indicated that it lowers the asymmetry of information and leads to deciding on proper interest rates to reduce borrowers’ substantiated credit risk, as this would result in ease of funding to financially distressed SMEs.
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中小企业财务效率与信贷风险的关联性研究——基于DEA和Altman Z-score的研究
中小型企业遇到了一些威胁,导致融资机构无法提供财政援助的失败率很高。财政援助是通过中小企业的财务效率和无错误的信贷风险评估来启动的。本文试图评估中小企业的财务效率和信用风险。收集了36家上市公司2016年至2020年的数据,并使用Altman Z-score预测破产余地和数据包络分析研究财务效率。两个模型的结果之间的关联表明,信贷风险和金融效率之间不存在直接关系。中小企业可以利用这项研究的结果建立一个全面的金融投资组合。研究结果表明,它降低了信息的不对称性,并导致决定适当的利率,以降低借款人的实际信贷风险,因为这将使陷入财务困境的中小企业更容易获得资金。
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CiteScore
5.40
自引率
11.50%
发文量
68
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