Measuring the default risk of Sukuk holders for shariah compliance companies in Malaysia: Using Merton's model with maximum likelihood estimator

The purpose of this paper is to measure the default probability of Malaysian companies which have issued Sukuk for the period 2001 to 2010 by using Merton's Model. Maximum Likelihood Estimation (MLE) method has been used in the computation of the unavailable parameters of the Merton's Mode...

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Published in:ISBEIA 2011 - 2011 IEEE Symposium on Business, Engineering and Industrial Applications
Main Author: Samsuddin S.; Tafri F.H.; Mohd. Nawawi A.H.; Aziz N.A.
Format: Conference paper
Language:English
Published: 2011
Online Access:https://www.scopus.com/inward/record.uri?eid=2-s2.0-84255177456&doi=10.1109%2fISBEIA.2011.6088789&partnerID=40&md5=9b2af5cc916235b0e389c3f32bd5abc5
id 2-s2.0-84255177456
spelling 2-s2.0-84255177456
Samsuddin S.; Tafri F.H.; Mohd. Nawawi A.H.; Aziz N.A.
Measuring the default risk of Sukuk holders for shariah compliance companies in Malaysia: Using Merton's model with maximum likelihood estimator
2011
ISBEIA 2011 - 2011 IEEE Symposium on Business, Engineering and Industrial Applications


10.1109/ISBEIA.2011.6088789
https://www.scopus.com/inward/record.uri?eid=2-s2.0-84255177456&doi=10.1109%2fISBEIA.2011.6088789&partnerID=40&md5=9b2af5cc916235b0e389c3f32bd5abc5
The purpose of this paper is to measure the default probability of Malaysian companies which have issued Sukuk for the period 2001 to 2010 by using Merton's Model. Maximum Likelihood Estimation (MLE) method has been used in the computation of the unavailable parameters of the Merton's Model which are the market value of the company's asset, the volatility and the asset expected return. Findings show that Sukuk with high default risk earns higher returns than Sukuk with low default risk. The rating of the Sukuk supports the result of the default probability whereby most of the Sukuk with high probability of default were rated low. This study finds the default probability measured from Merton's Model can explain the credit ratings of the Sukuk. Ordered probit model has been used to examine the effectiveness of the market based model in explaining credit ratings as compared to the accounting based model. By incorporating Merton's default probability model with two other related default risk factors (issuer size and book-to-market ratio), the model is found to have outperformed accounting-based model in explaining Sukuk credit ratings. © 2011 IEEE.


English
Conference paper

author Samsuddin S.; Tafri F.H.; Mohd. Nawawi A.H.; Aziz N.A.
spellingShingle Samsuddin S.; Tafri F.H.; Mohd. Nawawi A.H.; Aziz N.A.
Measuring the default risk of Sukuk holders for shariah compliance companies in Malaysia: Using Merton's model with maximum likelihood estimator
author_facet Samsuddin S.; Tafri F.H.; Mohd. Nawawi A.H.; Aziz N.A.
author_sort Samsuddin S.; Tafri F.H.; Mohd. Nawawi A.H.; Aziz N.A.
title Measuring the default risk of Sukuk holders for shariah compliance companies in Malaysia: Using Merton's model with maximum likelihood estimator
title_short Measuring the default risk of Sukuk holders for shariah compliance companies in Malaysia: Using Merton's model with maximum likelihood estimator
title_full Measuring the default risk of Sukuk holders for shariah compliance companies in Malaysia: Using Merton's model with maximum likelihood estimator
title_fullStr Measuring the default risk of Sukuk holders for shariah compliance companies in Malaysia: Using Merton's model with maximum likelihood estimator
title_full_unstemmed Measuring the default risk of Sukuk holders for shariah compliance companies in Malaysia: Using Merton's model with maximum likelihood estimator
title_sort Measuring the default risk of Sukuk holders for shariah compliance companies in Malaysia: Using Merton's model with maximum likelihood estimator
publishDate 2011
container_title ISBEIA 2011 - 2011 IEEE Symposium on Business, Engineering and Industrial Applications
container_volume
container_issue
doi_str_mv 10.1109/ISBEIA.2011.6088789
url https://www.scopus.com/inward/record.uri?eid=2-s2.0-84255177456&doi=10.1109%2fISBEIA.2011.6088789&partnerID=40&md5=9b2af5cc916235b0e389c3f32bd5abc5
description The purpose of this paper is to measure the default probability of Malaysian companies which have issued Sukuk for the period 2001 to 2010 by using Merton's Model. Maximum Likelihood Estimation (MLE) method has been used in the computation of the unavailable parameters of the Merton's Model which are the market value of the company's asset, the volatility and the asset expected return. Findings show that Sukuk with high default risk earns higher returns than Sukuk with low default risk. The rating of the Sukuk supports the result of the default probability whereby most of the Sukuk with high probability of default were rated low. This study finds the default probability measured from Merton's Model can explain the credit ratings of the Sukuk. Ordered probit model has been used to examine the effectiveness of the market based model in explaining credit ratings as compared to the accounting based model. By incorporating Merton's default probability model with two other related default risk factors (issuer size and book-to-market ratio), the model is found to have outperformed accounting-based model in explaining Sukuk credit ratings. © 2011 IEEE.
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