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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Main Authors: Tan, Wei Qiang, Yap, Jen Ming, Yang, Jia Xuan
Other Authors: Wu Yuan
Format: Final Year Project
Language:English
Published: 2013
Subjects:
Online Access:http://hdl.handle.net/10356/51419
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Institution: Nanyang Technological University
Language: English
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spelling 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
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic DRNTU::Business
spellingShingle DRNTU::Business
Tan, Wei Qiang
Yap, Jen Ming
Yang, Jia Xuan
Copula-an alternative approach to IBNR reserving
description 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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