Modeling and forecasting sex differences in mortality: a sex-ratio approach
Abstract Female and male life expectancies have converged in most industrialized societies in recent decades. To achieve coherent forecasts between females and males, this convergence needs to be considered when forecasting sex-specific mortality. We introduce a model forecasting a matrix of the age...
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doaj-04ba6b65a4fd4bd3a0069c97740b25cb2020-11-25T00:53:57ZengSpringerOpenGenus2035-55562018-12-0174112810.1186/s41118-018-0044-8Modeling and forecasting sex differences in mortality: a sex-ratio approachMarie-Pier Bergeron-Boucher0Vladimir Canudas-Romo1Marius Pascariu2Rune Lindahl-Jacobsen3Center on Population Dynamics, University of Southern DenmarkSchool of Demography, Australian National UniversityCenter on Population Dynamics, University of Southern DenmarkCenter on Population Dynamics, University of Southern DenmarkAbstract Female and male life expectancies have converged in most industrialized societies in recent decades. To achieve coherent forecasts between females and males, this convergence needs to be considered when forecasting sex-specific mortality. We introduce a model forecasting a matrix of the age-specific death rates of sex ratio, decomposed into two age profiles and time indices—before and after age 45—using principal component analysis. Our model allows visualization of both age structure and general level over time of sex differences in mortality for these two age groups. Based on a prior forecast for females, we successfully forecast male mortality convergence with female mortality. The usefulness of the developed model is illustrated by its comparison with other coherent and independent models in an out-of-sample forecast evaluation for 18 countries. The results show that the new proposal outperformed the other models for most countries.http://link.springer.com/article/10.1186/s41118-018-0044-8Coherent forecastsMortalityFemale-male differencesSex ratioLife expectancy |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Marie-Pier Bergeron-Boucher Vladimir Canudas-Romo Marius Pascariu Rune Lindahl-Jacobsen |
spellingShingle |
Marie-Pier Bergeron-Boucher Vladimir Canudas-Romo Marius Pascariu Rune Lindahl-Jacobsen Modeling and forecasting sex differences in mortality: a sex-ratio approach Genus Coherent forecasts Mortality Female-male differences Sex ratio Life expectancy |
author_facet |
Marie-Pier Bergeron-Boucher Vladimir Canudas-Romo Marius Pascariu Rune Lindahl-Jacobsen |
author_sort |
Marie-Pier Bergeron-Boucher |
title |
Modeling and forecasting sex differences in mortality: a sex-ratio approach |
title_short |
Modeling and forecasting sex differences in mortality: a sex-ratio approach |
title_full |
Modeling and forecasting sex differences in mortality: a sex-ratio approach |
title_fullStr |
Modeling and forecasting sex differences in mortality: a sex-ratio approach |
title_full_unstemmed |
Modeling and forecasting sex differences in mortality: a sex-ratio approach |
title_sort |
modeling and forecasting sex differences in mortality: a sex-ratio approach |
publisher |
SpringerOpen |
series |
Genus |
issn |
2035-5556 |
publishDate |
2018-12-01 |
description |
Abstract Female and male life expectancies have converged in most industrialized societies in recent decades. To achieve coherent forecasts between females and males, this convergence needs to be considered when forecasting sex-specific mortality. We introduce a model forecasting a matrix of the age-specific death rates of sex ratio, decomposed into two age profiles and time indices—before and after age 45—using principal component analysis. Our model allows visualization of both age structure and general level over time of sex differences in mortality for these two age groups. Based on a prior forecast for females, we successfully forecast male mortality convergence with female mortality. The usefulness of the developed model is illustrated by its comparison with other coherent and independent models in an out-of-sample forecast evaluation for 18 countries. The results show that the new proposal outperformed the other models for most countries. |
topic |
Coherent forecasts Mortality Female-male differences Sex ratio Life expectancy |
url |
http://link.springer.com/article/10.1186/s41118-018-0044-8 |
work_keys_str_mv |
AT mariepierbergeronboucher modelingandforecastingsexdifferencesinmortalityasexratioapproach AT vladimircanudasromo modelingandforecastingsexdifferencesinmortalityasexratioapproach AT mariuspascariu modelingandforecastingsexdifferencesinmortalityasexratioapproach AT runelindahljacobsen modelingandforecastingsexdifferencesinmortalityasexratioapproach |
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