Copula-an alternative approach to IBNR reserving
This project examines the dependence structure between 2 variables – developmental time and claim size using copulas, in order to evaluate the incurred but not reported (IBNR) claim reserves more accurately. It also seeks to present a general framework with clear steps and R codes for researchers or...
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sg-ntu-dr.10356-514192023-05-19T06:09:04Z Copula-an alternative approach to IBNR reserving Tan, Wei Qiang Yap, Jen Ming Yang, Jia Xuan Wu Yuan Nanyang Business School DRNTU::Business This project examines the dependence structure between 2 variables – developmental time and claim size using copulas, in order to evaluate the incurred but not reported (IBNR) claim reserves more accurately. It also seeks to present a general framework with clear steps and R codes for researchers or practitioners make reference if they wish to apply the copula method in practice. The steps put forward by Pettere and Kollo (2006) were followed closely in our analysis with data obtained from a Singaporean general insurance company dealing with motor insurance. Three computationally-friendly Archimedean copulas – Frank, Gumbel and Clayton were used for simulating the two factors of interest. Estimates produced by the copula method and the classical method currently practised in the industry – the chain ladder, were then compared. Our findings show that the copula method leads to a much closer estimate to the actual experience of the company than the estimate computed using the traditional chain ladder method. This suggests that the copula method is indeed a viable alternative method for evaluation of IBNR reserves that may be considered in the industry. BUSINESS 2013-04-02T09:00:16Z 2013-04-02T09:00:16Z 2013 2013 Final Year Project (FYP) http://hdl.handle.net/10356/51419 en Nanyang Technological University 40 p. application/pdf |
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DRNTU::Business Tan, Wei Qiang Yap, Jen Ming Yang, Jia Xuan Copula-an alternative approach to IBNR reserving |
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This project examines the dependence structure between 2 variables – developmental time and claim size using copulas, in order to evaluate the incurred but not reported (IBNR) claim reserves more accurately. It also seeks to present a general framework with clear steps and R codes for researchers or practitioners make reference if they wish to apply the copula method in practice.
The steps put forward by Pettere and Kollo (2006) were followed closely in our analysis with data obtained from a Singaporean general insurance company dealing with motor insurance. Three computationally-friendly Archimedean copulas – Frank, Gumbel and Clayton were used for simulating the two factors of interest. Estimates produced by the copula method and the classical method currently practised in the industry – the chain ladder, were then compared.
Our findings show that the copula method leads to a much closer estimate to the actual experience of the company than the estimate computed using the traditional chain ladder method. This suggests that the copula method is indeed a viable alternative method for evaluation of IBNR reserves that may be considered in the industry. |
author2 |
Wu Yuan |
author_facet |
Wu Yuan Tan, Wei Qiang Yap, Jen Ming Yang, Jia Xuan |
format |
Final Year Project |
author |
Tan, Wei Qiang Yap, Jen Ming Yang, Jia Xuan |
author_sort |
Tan, Wei Qiang |
title |
Copula-an alternative approach to IBNR reserving |
title_short |
Copula-an alternative approach to IBNR reserving |
title_full |
Copula-an alternative approach to IBNR reserving |
title_fullStr |
Copula-an alternative approach to IBNR reserving |
title_full_unstemmed |
Copula-an alternative approach to IBNR reserving |
title_sort |
copula-an alternative approach to ibnr reserving |
publishDate |
2013 |
url |
http://hdl.handle.net/10356/51419 |
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1770566222085095424 |