Stochastic modeling of mortality rates focuses on fitting linear models to logarithmically adjusted mortality data from the middle or late ages. Whilst this modeling enables insurers to project mortality rates and hence price mortality products it does not provide good fit for younger aged mortality. Mortality rates below the early 20's are important to model as they give an insight into estimates of the cohort effect for more recent years of birth. It is also important given the cumulative nature of life expectancy to be able to forecast mortality improvements at all ages. When we attempt to fit existing models to a wider age range, 5-89, rather than 20-89 or 50-89, their weaknesses are revealed as the results are not satisfactory. The linear innovations in existing models are not flexible enough to capture the non-linear profile of mortality rates that we see at the lower ages. In this paper, we modify an existing 4 factor model of mortality to enable better fitting to a wider age range, and using data from seven developed countries our empirical results show that the proposed model has a better fit to the actual data, is robust, and has good forecasting ability. (C) 2011 Elsevier B.V. All rights reserved.
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NYU, Sch Med, Dept Med, New York, NY USAHarvard Univ, Dept Econ, Littauer Ctr 230, Cambridge, MA 02138 USA
Taksler, Glen B.
Keating, Nancy L.
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Brigham & Womens Hosp, Div Gen Med, Boston, MA 02115 USA
Harvard Univ, Sch Med, Dept Hlth Care Policy, Boston, MA 02115 USAHarvard Univ, Dept Econ, Littauer Ctr 230, Cambridge, MA 02138 USA
Keating, Nancy L.
Cutler, David M.
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Harvard Univ, Dept Econ, Littauer Ctr 230, Cambridge, MA 02138 USA
Harvard Univ, Kennedy Sch Govt, Cambridge, MA 02138 USA
Natl Bur Econ Res, Cambridge, MA 02138 USAHarvard Univ, Dept Econ, Littauer Ctr 230, Cambridge, MA 02138 USA
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Univ London London Sch Hyg & Trop Med, Canc Res UK Canc Survival Grp, London WC1E 7HT, EnglandUniv London London Sch Hyg & Trop Med, Canc Res UK Canc Survival Grp, London WC1E 7HT, England
Ellis, Libby
Woods, Laura M.
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Univ London London Sch Hyg & Trop Med, Canc Res UK Canc Survival Grp, London WC1E 7HT, EnglandUniv London London Sch Hyg & Trop Med, Canc Res UK Canc Survival Grp, London WC1E 7HT, England
Woods, Laura M.
Esteve, Jacques
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Univ Lyon 1, Div Biostat, Hosp Civils Lyon, F-69365 Lyon, FranceUniv London London Sch Hyg & Trop Med, Canc Res UK Canc Survival Grp, London WC1E 7HT, England
Esteve, Jacques
Eloranta, Sandra
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Karolinska Inst, Dept Med Epidemiol & Biostat, Stockholm, SwedenUniv London London Sch Hyg & Trop Med, Canc Res UK Canc Survival Grp, London WC1E 7HT, England
Eloranta, Sandra
Coleman, Michel P.
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Univ London London Sch Hyg & Trop Med, Canc Res UK Canc Survival Grp, London WC1E 7HT, EnglandUniv London London Sch Hyg & Trop Med, Canc Res UK Canc Survival Grp, London WC1E 7HT, England
Coleman, Michel P.
Rachet, Bernard
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Univ London London Sch Hyg & Trop Med, Canc Res UK Canc Survival Grp, London WC1E 7HT, EnglandUniv London London Sch Hyg & Trop Med, Canc Res UK Canc Survival Grp, London WC1E 7HT, England