An iterated Merton-KMV based approach of default risk prediction

Default risk is a risk that firms have to bear whenever they failed to meet their debt obligation as the debt matured. Providing an assessment to predict default risk is one of the ways to mitigate the risk. However, default risk tends to be overestimated or underestimated if the asset values are no...

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Published in:AIP Conference Proceedings
Main Author: Yusof N.M.; Alias S.N.H.; Rosli N.A.; Rosna W.N.A.W.; Sapini M.L.
Format: Conference paper
Language:English
Published: American Institute of Physics Inc. 2018
Online Access:https://www.scopus.com/inward/record.uri?eid=2-s2.0-85054573974&doi=10.1063%2f1.5054220&partnerID=40&md5=9a91f78862b9d5017156b50955cd4325
id 2-s2.0-85054573974
spelling 2-s2.0-85054573974
Yusof N.M.; Alias S.N.H.; Rosli N.A.; Rosna W.N.A.W.; Sapini M.L.
An iterated Merton-KMV based approach of default risk prediction
2018
AIP Conference Proceedings
2013

10.1063/1.5054220
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85054573974&doi=10.1063%2f1.5054220&partnerID=40&md5=9a91f78862b9d5017156b50955cd4325
Default risk is a risk that firms have to bear whenever they failed to meet their debt obligation as the debt matured. Providing an assessment to predict default risk is one of the ways to mitigate the risk. However, default risk tends to be overestimated or underestimated if the asset values are not calculated accurately. This can be the reason to the public misconception towards the financial position of the firm. Accordingly, this paper presents the structured way of calculating the iterated market value of asset and its volatility of a firm based on Merton's approach. The iterated market value of asset and its volatility are used to predict default risk of a firm using Merton-KMV model. The iteration procedure is done until the values are found converged up to 10-3. A sample of data of PN17 Company is used to run the procedures. As a result, we found that the market value of assets and its volatility mostly reached their convergence at the third iterations with the value of volatility of 114.30%. Meanwhile, the probability of default of the PN17 Company is found to be converged at the second iteration with the value of 0.0276%. In this case, low default risk is predicted. © 2018 Author(s).
American Institute of Physics Inc.
0094243X
English
Conference paper

author Yusof N.M.; Alias S.N.H.; Rosli N.A.; Rosna W.N.A.W.; Sapini M.L.
spellingShingle Yusof N.M.; Alias S.N.H.; Rosli N.A.; Rosna W.N.A.W.; Sapini M.L.
An iterated Merton-KMV based approach of default risk prediction
author_facet Yusof N.M.; Alias S.N.H.; Rosli N.A.; Rosna W.N.A.W.; Sapini M.L.
author_sort Yusof N.M.; Alias S.N.H.; Rosli N.A.; Rosna W.N.A.W.; Sapini M.L.
title An iterated Merton-KMV based approach of default risk prediction
title_short An iterated Merton-KMV based approach of default risk prediction
title_full An iterated Merton-KMV based approach of default risk prediction
title_fullStr An iterated Merton-KMV based approach of default risk prediction
title_full_unstemmed An iterated Merton-KMV based approach of default risk prediction
title_sort An iterated Merton-KMV based approach of default risk prediction
publishDate 2018
container_title AIP Conference Proceedings
container_volume 2013
container_issue
doi_str_mv 10.1063/1.5054220
url https://www.scopus.com/inward/record.uri?eid=2-s2.0-85054573974&doi=10.1063%2f1.5054220&partnerID=40&md5=9a91f78862b9d5017156b50955cd4325
description Default risk is a risk that firms have to bear whenever they failed to meet their debt obligation as the debt matured. Providing an assessment to predict default risk is one of the ways to mitigate the risk. However, default risk tends to be overestimated or underestimated if the asset values are not calculated accurately. This can be the reason to the public misconception towards the financial position of the firm. Accordingly, this paper presents the structured way of calculating the iterated market value of asset and its volatility of a firm based on Merton's approach. The iterated market value of asset and its volatility are used to predict default risk of a firm using Merton-KMV model. The iteration procedure is done until the values are found converged up to 10-3. A sample of data of PN17 Company is used to run the procedures. As a result, we found that the market value of assets and its volatility mostly reached their convergence at the third iterations with the value of volatility of 114.30%. Meanwhile, the probability of default of the PN17 Company is found to be converged at the second iteration with the value of 0.0276%. In this case, low default risk is predicted. © 2018 Author(s).
publisher American Institute of Physics Inc.
issn 0094243X
language English
format Conference paper
accesstype
record_format scopus
collection Scopus
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