Modeling and Forecasting Mortality With Economic Growth: A Multipopulation Approach

被引:32
作者
Boonen, Tim J. [1 ]
Li, Hong [2 ]
机构
[1] Univ Amsterdam, Amsterdam Sch Econ, Roetersstr 11, NL-1018 WB Amsterdam, Netherlands
[2] Nankai Univ, Sch Finance, Tongyan Rd 38, Tianjin 300350, Peoples R China
关键词
Common mortality trend; Economic growth; Mortality forecasting; Li-Lee model; LEE-CARTER METHOD; LIFE EXPECTANCY; POPULATIONS; DECLINE; PROJECTIONS; TRENDS;
D O I
10.1007/s13524-017-0610-2
中图分类号
C921 [人口统计学];
学科分类号
摘要
Research on mortality modeling of multiple populations focuses mainly on extrapolating past mortality trends and summarizing these trends by one or more common latent factors. This article proposes a multipopulation stochastic mortality model that uses the explanatory power of economic growth. In particular, we extend the Li and Lee model (Li and Lee 2005) by including economic growth, represented by the real gross domestic product (GDP) per capita, to capture the common mortality trend for a group of populations with similar socioeconomic conditions. We find that our proposed model provides a better in-sample fit and an out-of-sample forecast performance. Moreover, it generates lower (higher) forecasted period life expectancy for countries with high (low) GDP per capita than the Li and Lee model.
引用
收藏
页码:1921 / 1946
页数:26
相关论文
共 38 条
[1]   Disease and development: The effect of life expectancy on economic growth [J].
Acemoglu, Daron ;
Johnson, Simon .
JOURNAL OF POLITICAL ECONOMY, 2007, 115 (06) :925-985
[2]  
Akaike H., 1992, 2 INT S INF THEOR, P610, DOI [10.1007/978-1-4612-1694-0, 10.1007/978-1-4612-0919-538, 10.1007/978-1-4612-0919-5_38, 10.1007/978-0-387-98135-2, DOI 10.1007/978-1-4612-0919-538]
[3]   Trade and convergence among countries [J].
BenDavid, D .
JOURNAL OF INTERNATIONAL ECONOMICS, 1996, 40 (3-4) :279-298
[4]   Modeling the effects of health on economic growth [J].
Bhagava, A ;
Jamison, DT ;
Lau, LJ ;
Murray, CJL .
JOURNAL OF HEALTH ECONOMICS, 2001, 20 (03) :423-440
[5]   Economic development and the escape from high mortality [J].
Birchenall, Javier A. .
WORLD DEVELOPMENT, 2007, 35 (04) :543-568
[6]  
Bloom D, 2005, HEALTH AND ECONOMIC GROWTH: FINDINGS AND POLICY IMPLICATIONS, P339
[7]   Applying Lee-Carter under conditions of variable mortality decline [J].
Booth, H ;
Maindonald, J ;
Smith, L .
POPULATION STUDIES-A JOURNAL OF DEMOGRAPHY, 2002, 56 (03) :325-336
[8]   Lee-Carter mortality forecasting: a multi-country comparison of variants and extensions [J].
Booth, Heather ;
Hyndman, Rob J. ;
Tickle, Leonie ;
de Jong, Piet .
DEMOGRAPHIC RESEARCH, 2006, 15 :289-310
[9]   Commentary: Economic growth is the basis of mortality rate decline in the 20th century - experience of the United States 1901-2000 [J].
Brenner, MH .
INTERNATIONAL JOURNAL OF EPIDEMIOLOGY, 2005, 34 (06) :1214-1221
[10]   BAYESIAN STOCHASTIC MORTALITY MODELLING FOR TWO POPULATIONS [J].
Cairns, Andrew J. G. ;
Blake, David ;
Dowd, Kevin ;
Coughlan, Guy D. ;
Khalaf-Allah, Marwa .
ASTIN BULLETIN-THE JOURNAL OF THE INTERNATIONAL ACTUARIAL ASSOCIATION, 2011, 41 (01) :29-59