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Sex-specific mortality forecasting for UK countries: a coherent approach.

Ree Yongqing Chen1, Pietro Millossovich2,3

  • 1Strategy Consulting Team, NMG Financial Services Consulting Ltd, London, W1T 1JU UK.

European Actuarial Journal
|July 6, 2018
PubMed
Summary

This study presents a new gender-specific mortality projection model for the UK. The 2-tier Augmented Common Factor model improves fitting and provides coherent forecasts, avoiding divergence issues in joint mortality projections.

Keywords:
Coherent forecastCohort termCommon factorLee-CarterMortality projection

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Area of Science:

  • Demography
  • Statistical Modeling
  • Public Health

Background:

  • Accurate mortality projection is crucial for actuarial and public health planning.
  • Existing models often struggle with joint projections across genders and countries, leading to divergence.

Purpose of the Study:

  • To introduce a novel gender-specific model for joint mortality projection in the UK.
  • To improve the accuracy and coherence of mortality forecasts compared to existing methods.

Main Methods:

  • Development of the 2-tier Augmented Common Factor (ACF) model.
  • Utilizing a Poisson framework for direct modeling of death counts.
  • Extension of the model to incorporate a cohort term for specific generational effects.

Main Results:

  • The 2-tier ACF model demonstrates superior in-sample fitting compared to independent Lee-Carter or Li-Lee models.
  • The model generates coherent mortality projections for genders within countries and countries within genders.
  • The extended ACF model accounts for cohort effects, such as those seen in the UK's 'golden generation'.

Conclusions:

  • The 2-tier ACF model offers a robust framework for joint gender- and country-specific mortality projections in the UK.
  • This approach mitigates projection divergence issues inherent in independent modeling.
  • The model's flexibility allows for the inclusion of cohort effects, enhancing forecast accuracy for specific populations.