A quantitative analysis of mortality index linearity in Lee-Carter model and its implications : observations from 37 countries
Lee-Carter’s proposed model established the foundation of fitting and forecasting mortality. Howver, several studies, which lead to the improvement of Lee-Carter’s proposed model, questioned the validitty of the method’s assumptions. An unresolved doubt in their analysis is the assumption of an almo...
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sg-ntu-dr.10356-441852023-05-19T06:16:16Z A quantitative analysis of mortality index linearity in Lee-Carter model and its implications : observations from 37 countries Tanadi, Anastasia Bernardine Ng, Ian Shang Ee, Cherylyn Xiu Ying Li Ka Ki Jackie Nanyang Business School DRNTU::Business::Finance::Actuarial science Lee-Carter’s proposed model established the foundation of fitting and forecasting mortality. Howver, several studies, which lead to the improvement of Lee-Carter’s proposed model, questioned the validitty of the method’s assumptions. An unresolved doubt in their analysis is the assumption of an almost linear kt series. This uncertainty has formed the basis of our investigation. Our research seeks to test this assumption on a wider span of population; 37 countries in order to gain a broader perspective. We first seek explain the reasons behind the non-linearity and the appearance of kinks in the kt series. To further distinguish the kinks in the series, we have classified data into different intervaled fitting periods and identified its position. We will then delve further into analysing the kinks in the series by excluding the kink in forecasting the mortality index and life expectancy of each country. Our analysis reveals that in general excluding the kinks in kt series improves the linearity however, may not improve the forecasting ability. BUSINESS 2011-05-27T08:21:52Z 2011-05-27T08:21:52Z 2011 2011 Final Year Project (FYP) http://hdl.handle.net/10356/44185 en Nanyang Technological University 88 p. application/pdf |
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DRNTU::Business::Finance::Actuarial science Tanadi, Anastasia Bernardine Ng, Ian Shang Ee, Cherylyn Xiu Ying A quantitative analysis of mortality index linearity in Lee-Carter model and its implications : observations from 37 countries |
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Lee-Carter’s proposed model established the foundation of fitting and forecasting mortality. Howver, several studies, which lead to the improvement of Lee-Carter’s proposed model, questioned the validitty of the method’s assumptions. An unresolved doubt in their analysis is the assumption of an almost linear kt series. This uncertainty has formed the basis of our investigation. Our research seeks to test this assumption on a wider span of population; 37 countries in order to gain a broader perspective. We first seek explain the reasons behind the non-linearity and the appearance of kinks in the kt series. To further distinguish the kinks in the series, we have classified data into different intervaled fitting periods and identified its position. We will then delve further into analysing the kinks in the series by excluding the kink in forecasting the mortality index and life expectancy of each country. Our analysis reveals that in general excluding the kinks in kt series improves the linearity however, may not improve the forecasting ability. |
author2 |
Li Ka Ki Jackie |
author_facet |
Li Ka Ki Jackie Tanadi, Anastasia Bernardine Ng, Ian Shang Ee, Cherylyn Xiu Ying |
format |
Final Year Project |
author |
Tanadi, Anastasia Bernardine Ng, Ian Shang Ee, Cherylyn Xiu Ying |
author_sort |
Tanadi, Anastasia Bernardine |
title |
A quantitative analysis of mortality index linearity in Lee-Carter model and its implications : observations from 37 countries |
title_short |
A quantitative analysis of mortality index linearity in Lee-Carter model and its implications : observations from 37 countries |
title_full |
A quantitative analysis of mortality index linearity in Lee-Carter model and its implications : observations from 37 countries |
title_fullStr |
A quantitative analysis of mortality index linearity in Lee-Carter model and its implications : observations from 37 countries |
title_full_unstemmed |
A quantitative analysis of mortality index linearity in Lee-Carter model and its implications : observations from 37 countries |
title_sort |
quantitative analysis of mortality index linearity in lee-carter model and its implications : observations from 37 countries |
publishDate |
2011 |
url |
http://hdl.handle.net/10356/44185 |
_version_ |
1770565557525938176 |