Predictions of Malaysia Age-Specific Fertility Rates using the Lee-Carter and the Functional Data Approaches
Global fertility has been experiencing a significant decline, reaching towards the replacement ratio. This trend, coupled with increasing life expectancies, has led to the emergence of an ageing population. In this study, we aim to analyse fertility patterns among Malaysian women, considering both t...
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2-s2.0-85193058926 Shair S.N.; Shaadan N.; Amirudin Fikri N.A.B.M.; A'Kashalf N.A.M. Predictions of Malaysia Age-Specific Fertility Rates using the Lee-Carter and the Functional Data Approaches 2024 AIUB Journal of Science and Engineering 23 1 10.53799/ajse.v23i1.1024 https://www.scopus.com/inward/record.uri?eid=2-s2.0-85193058926&doi=10.53799%2fajse.v23i1.1024&partnerID=40&md5=59971b43395adce3191b8e0af4f175fb Global fertility has been experiencing a significant decline, reaching towards the replacement ratio. This trend, coupled with increasing life expectancies, has led to the emergence of an ageing population. In this study, we aim to analyse fertility patterns among Malaysian women, considering both their childbearing age and ethnicities. A 63-year age-specific fertility dataset, from 1958 to 2020, were collected from the Department of Statistics Malaysia. These data were fitted into the Lee-Carter model and its modified version, which is the functional data model. The models were evaluated using the out-sample forecast error measures. Results indicate that the third-order functional data model able to capture most of variation present in the actual data, consequently outperforming the Lee-Carter model in forecasting fertility rates among Chinese and Indian populations. There was a noteworthy shift in maternal ages of the highest births to older ages suggesting a trend towards delayed pregnancies among women. It is predicted that the Malay total fertility rates will likely fall to below the replacement level reaching 1.71 in 2040 whereas Chinese and Indian total fertility rates will substantially decrease to the lowest level in history below 1.0 which are 0.54 and 0.70 respectively. © 2024 AIUB Office of Research and Publication. All rights reserved. AIUB Office of Research and Publication 16083679 English Article All Open Access; Hybrid Gold Open Access |
author |
Shair S.N.; Shaadan N.; Amirudin Fikri N.A.B.M.; A'Kashalf N.A.M. |
spellingShingle |
Shair S.N.; Shaadan N.; Amirudin Fikri N.A.B.M.; A'Kashalf N.A.M. Predictions of Malaysia Age-Specific Fertility Rates using the Lee-Carter and the Functional Data Approaches |
author_facet |
Shair S.N.; Shaadan N.; Amirudin Fikri N.A.B.M.; A'Kashalf N.A.M. |
author_sort |
Shair S.N.; Shaadan N.; Amirudin Fikri N.A.B.M.; A'Kashalf N.A.M. |
title |
Predictions of Malaysia Age-Specific Fertility Rates using the Lee-Carter and the Functional Data Approaches |
title_short |
Predictions of Malaysia Age-Specific Fertility Rates using the Lee-Carter and the Functional Data Approaches |
title_full |
Predictions of Malaysia Age-Specific Fertility Rates using the Lee-Carter and the Functional Data Approaches |
title_fullStr |
Predictions of Malaysia Age-Specific Fertility Rates using the Lee-Carter and the Functional Data Approaches |
title_full_unstemmed |
Predictions of Malaysia Age-Specific Fertility Rates using the Lee-Carter and the Functional Data Approaches |
title_sort |
Predictions of Malaysia Age-Specific Fertility Rates using the Lee-Carter and the Functional Data Approaches |
publishDate |
2024 |
container_title |
AIUB Journal of Science and Engineering |
container_volume |
23 |
container_issue |
1 |
doi_str_mv |
10.53799/ajse.v23i1.1024 |
url |
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85193058926&doi=10.53799%2fajse.v23i1.1024&partnerID=40&md5=59971b43395adce3191b8e0af4f175fb |
description |
Global fertility has been experiencing a significant decline, reaching towards the replacement ratio. This trend, coupled with increasing life expectancies, has led to the emergence of an ageing population. In this study, we aim to analyse fertility patterns among Malaysian women, considering both their childbearing age and ethnicities. A 63-year age-specific fertility dataset, from 1958 to 2020, were collected from the Department of Statistics Malaysia. These data were fitted into the Lee-Carter model and its modified version, which is the functional data model. The models were evaluated using the out-sample forecast error measures. Results indicate that the third-order functional data model able to capture most of variation present in the actual data, consequently outperforming the Lee-Carter model in forecasting fertility rates among Chinese and Indian populations. There was a noteworthy shift in maternal ages of the highest births to older ages suggesting a trend towards delayed pregnancies among women. It is predicted that the Malay total fertility rates will likely fall to below the replacement level reaching 1.71 in 2040 whereas Chinese and Indian total fertility rates will substantially decrease to the lowest level in history below 1.0 which are 0.54 and 0.70 respectively. © 2024 AIUB Office of Research and Publication. All rights reserved. |
publisher |
AIUB Office of Research and Publication |
issn |
16083679 |
language |
English |
format |
Article |
accesstype |
All Open Access; Hybrid Gold Open Access |
record_format |
scopus |
collection |
Scopus |
_version_ |
1809677884089958400 |