THE APPLICATION OF GUMBEL COPULA TO ESTIMATE VALUE AT RISK WITH BACKTESTING IN TELECOMMUNICATION STOCK
The Value at Risk (VaR) method refers to a statistical risk measurement tool used to determine the maximum loss of an investment, while the distribution that must be met is the normal distribution. This is not in line with the actual situation, because the distribution of the return value is found t...
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Universitas Pattimura
2023-04-01
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| Series: | Barekeng |
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| Online Access: | https://ojs3.unpatti.ac.id/index.php/barekeng/article/view/6953 |
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| author | Alimatun Najiha Erna Tri Herdiani Georgina Maria Tinungki |
| author_facet | Alimatun Najiha Erna Tri Herdiani Georgina Maria Tinungki |
| author_sort | Alimatun Najiha |
| collection | DOAJ |
| description | The Value at Risk (VaR) method refers to a statistical risk measurement tool used to determine the maximum loss of an investment, while the distribution that must be met is the normal distribution. This is not in line with the actual situation, because the distribution of the return value is found to be not normally distributed but depends on market conditions that occurred at that time, thus invalidating the VaR estimate and resulting in greater portfolio risk. Therefore, in this study, the estimation of risk value will be carried out using the Gumbel Copula method which can model the dependency structure between stocks and is flexible enough to model financial return data from https://finance.yahoo.com/. The parameter estimates produced by the Gumbel Copula method are then used to calculate the VaR at 90%, and 99% confidence levels. The resulting VaR values are 0,076 and 0.231. To test the feasibility of the VaR model, backtesting was carried out and concluded that the VaR value obtained was valid and suitable for use in the risk assessment of PT. XL Axiata Tbk and PT. Telkomunikasi Indonesia Tbk. |
| format | Article |
| id | doaj-art-6841b95099a14cbe85d985ddaf564e6b |
| institution | Kabale University |
| issn | 1978-7227 2615-3017 |
| language | English |
| publishDate | 2023-04-01 |
| publisher | Universitas Pattimura |
| record_format | Article |
| series | Barekeng |
| spelling | doaj-art-6841b95099a14cbe85d985ddaf564e6b2025-08-20T04:00:55ZengUniversitas PattimuraBarekeng1978-72272615-30172023-04-011710245025210.30598/barekengvol17iss1pp0245-02526953THE APPLICATION OF GUMBEL COPULA TO ESTIMATE VALUE AT RISK WITH BACKTESTING IN TELECOMMUNICATION STOCKAlimatun Najiha0Erna Tri Herdiani1Georgina Maria Tinungki2Department of Statistics, Faculty of Mathematics and Natural Sciences,Universitas Hasanuddin, IndonesiaDepartment of Statistics, Faculty of Mathematics and Natural Sciences,Universitas Hasanuddin, IndonesiaDepartment of Statistics, Faculty of Mathematics and Natural Sciences,Universitas Hasanuddin, IndonesiaThe Value at Risk (VaR) method refers to a statistical risk measurement tool used to determine the maximum loss of an investment, while the distribution that must be met is the normal distribution. This is not in line with the actual situation, because the distribution of the return value is found to be not normally distributed but depends on market conditions that occurred at that time, thus invalidating the VaR estimate and resulting in greater portfolio risk. Therefore, in this study, the estimation of risk value will be carried out using the Gumbel Copula method which can model the dependency structure between stocks and is flexible enough to model financial return data from https://finance.yahoo.com/. The parameter estimates produced by the Gumbel Copula method are then used to calculate the VaR at 90%, and 99% confidence levels. The resulting VaR values are 0,076 and 0.231. To test the feasibility of the VaR model, backtesting was carried out and concluded that the VaR value obtained was valid and suitable for use in the risk assessment of PT. XL Axiata Tbk and PT. Telkomunikasi Indonesia Tbk.https://ojs3.unpatti.ac.id/index.php/barekeng/article/view/6953gumbel copulavalue at riskbacktesting |
| spellingShingle | Alimatun Najiha Erna Tri Herdiani Georgina Maria Tinungki THE APPLICATION OF GUMBEL COPULA TO ESTIMATE VALUE AT RISK WITH BACKTESTING IN TELECOMMUNICATION STOCK Barekeng gumbel copula value at risk backtesting |
| title | THE APPLICATION OF GUMBEL COPULA TO ESTIMATE VALUE AT RISK WITH BACKTESTING IN TELECOMMUNICATION STOCK |
| title_full | THE APPLICATION OF GUMBEL COPULA TO ESTIMATE VALUE AT RISK WITH BACKTESTING IN TELECOMMUNICATION STOCK |
| title_fullStr | THE APPLICATION OF GUMBEL COPULA TO ESTIMATE VALUE AT RISK WITH BACKTESTING IN TELECOMMUNICATION STOCK |
| title_full_unstemmed | THE APPLICATION OF GUMBEL COPULA TO ESTIMATE VALUE AT RISK WITH BACKTESTING IN TELECOMMUNICATION STOCK |
| title_short | THE APPLICATION OF GUMBEL COPULA TO ESTIMATE VALUE AT RISK WITH BACKTESTING IN TELECOMMUNICATION STOCK |
| title_sort | application of gumbel copula to estimate value at risk with backtesting in telecommunication stock |
| topic | gumbel copula value at risk backtesting |
| url | https://ojs3.unpatti.ac.id/index.php/barekeng/article/view/6953 |
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