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Stochastic mortality forecasts for Bangladesh
Mortality forecasts are essential part for policymaking in any aging society. In recent years, methods to model and forecast mortality have improved considerably. Among them, Lee-Carter method is one of the most influential method. In this paper, Lee-Carter method is applied to forecast mortality an...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9648772/ https://www.ncbi.nlm.nih.gov/pubmed/36355800 http://dx.doi.org/10.1371/journal.pone.0276966 |
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author | Fazle Rabbi, Ahbab Mohammad Khan, Hafiz T. A. |
author_facet | Fazle Rabbi, Ahbab Mohammad Khan, Hafiz T. A. |
author_sort | Fazle Rabbi, Ahbab Mohammad |
collection | PubMed |
description | Mortality forecasts are essential part for policymaking in any aging society. In recent years, methods to model and forecast mortality have improved considerably. Among them, Lee-Carter method is one of the most influential method. In this paper, Lee-Carter method is applied to forecast mortality and life expectancy of Bangladesh. A functional data analysis approach is used to decompose the smoothed log-mortality rates in Lee-Carter framework for higher goodness-of-fit of the models and for longer forecast horizons. Bangladesh has been experiencing a mortality transition and has gained life expectancy in last few decades. The fitted model here showed higher pace of mortality decline for women in Bangladesh than that of men. The forecasts showed continuation of mortality improvement in long run and by 2060 life expectancy at birth is expected to reach over 80 years for both sexes in Bangladesh. The study also predicts the effect of reduction in infant mortality on the life expectancy in Bangladesh. |
format | Online Article Text |
id | pubmed-9648772 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-96487722022-11-15 Stochastic mortality forecasts for Bangladesh Fazle Rabbi, Ahbab Mohammad Khan, Hafiz T. A. PLoS One Research Article Mortality forecasts are essential part for policymaking in any aging society. In recent years, methods to model and forecast mortality have improved considerably. Among them, Lee-Carter method is one of the most influential method. In this paper, Lee-Carter method is applied to forecast mortality and life expectancy of Bangladesh. A functional data analysis approach is used to decompose the smoothed log-mortality rates in Lee-Carter framework for higher goodness-of-fit of the models and for longer forecast horizons. Bangladesh has been experiencing a mortality transition and has gained life expectancy in last few decades. The fitted model here showed higher pace of mortality decline for women in Bangladesh than that of men. The forecasts showed continuation of mortality improvement in long run and by 2060 life expectancy at birth is expected to reach over 80 years for both sexes in Bangladesh. The study also predicts the effect of reduction in infant mortality on the life expectancy in Bangladesh. Public Library of Science 2022-11-10 /pmc/articles/PMC9648772/ /pubmed/36355800 http://dx.doi.org/10.1371/journal.pone.0276966 Text en © 2022 Fazle Rabbi, Khan https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Fazle Rabbi, Ahbab Mohammad Khan, Hafiz T. A. Stochastic mortality forecasts for Bangladesh |
title | Stochastic mortality forecasts for Bangladesh |
title_full | Stochastic mortality forecasts for Bangladesh |
title_fullStr | Stochastic mortality forecasts for Bangladesh |
title_full_unstemmed | Stochastic mortality forecasts for Bangladesh |
title_short | Stochastic mortality forecasts for Bangladesh |
title_sort | stochastic mortality forecasts for bangladesh |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9648772/ https://www.ncbi.nlm.nih.gov/pubmed/36355800 http://dx.doi.org/10.1371/journal.pone.0276966 |
work_keys_str_mv | AT fazlerabbiahbabmohammad stochasticmortalityforecastsforbangladesh AT khanhafizta stochasticmortalityforecastsforbangladesh |