Abdullah, Nur Adiana Hiau and Ahmad, Abd Halim @ Hamilton and Md Rus, Rohani and Zainudin, Nasruddin (2014) Modelling small business failures in Malaysia. SSRN Electronic Journal. pp. 1-10. ISSN 1556-5068
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Abstract
Small and medium-sized enterprises (SMEs) are acknowledged as significant contributors to development and growth in the economy.Since failure among SMEs is common, this study intends to build a failure prediction model for SMEs in the manufacturing sector.By using 132 Malaysian SMEs during the period 2000 to 2010, the results show that higher gearing and lower profitability are associated with higher failure risk. Furthermore, the incorporation of firm’s age significantly improves the model’s predictive accuracy.Receiver Operating Characteristics curve demonstrates that the models possess better prediction ability than a random model. However, a model which includes financial and non-financial variables show superior performance.This model could detect failures as early as four years prior to the event.Overall, the accuracy rate that the model could correctly predict failures ranges from 75 percent to 89 percent.This model could be used as a refined tool to avoid possible adverse situations among the SMEs.A better credit decision making could take place that could potentially reduce non-performing loans.
Item Type: | Article |
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Uncontrolled Keywords: | small medium-sized enterprises, prediction model |
Subjects: | H Social Sciences > HB Economic Theory |
Divisions: | School of Economics, Finance & Banking |
Depositing User: | Prof. Dr. Nur Adiana Hiau Abdullah |
Date Deposited: | 07 Sep 2015 01:41 |
Last Modified: | 12 Apr 2016 06:56 |
URI: | https://repo.uum.edu.my/id/eprint/15396 |
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