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Published on: July 4, 2007
Modeling and Forecasting Mortality With Economic Growth: A Multipopulation Approach.
1Amsterdam School of Economics, University of Amsterdam, Roetersstraat 11, 1018 WB, Amsterdam, The Netherlands.
This study introduces an enhanced mortality model incorporating economic growth (GDP per capita) to predict population longevity. The new model improves forecasting accuracy and life expectancy predictions for diverse countries.
Area of Science:
- Demography
- Actuarial Science
- Economics
Background:
- Traditional mortality modeling often relies on extrapolating past trends and latent factors.
- Existing models may not fully capture socioeconomic influences on mortality patterns across populations.
Purpose of the Study:
- To propose a novel multipopulation stochastic mortality model.
- To integrate economic growth, specifically real Gross Domestic Product (GDP) per capita, as a key explanatory variable.
- To improve the accuracy of mortality trend analysis and life expectancy forecasting for populations with similar socioeconomic conditions.
Main Methods:
- Extension of the established Li and Lee (2005) mortality model.
- Inclusion of real GDP per capita to represent economic growth.
- Application to multiple populations with comparable socioeconomic backgrounds.
Main Results:
- The proposed model demonstrates superior in-sample fit compared to the baseline Li and Lee model.
- Out-of-sample forecasting performance is significantly enhanced.
- Forecasted period life expectancy differs, with lower projections for high-GDP countries and higher for low-GDP countries relative to the Li and Lee model.
Conclusions:
- Economic growth is a significant factor in multipopulation mortality modeling.
- The enhanced model provides more nuanced and accurate life expectancy forecasts.
- This approach offers improved insights into the relationship between socioeconomic factors and population mortality trends.
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