Forecasting age distribution of death counts: An application to annuity pricing

08/05/2019
by   Han Lin Shang, et al.
0

We consider a compositional data analysis approach to forecasting the age distribution of death counts. Using the age-specific period life-table death counts in Australia obtained from the Human Mortality Database, the compositional data analysis approach produces more accurate one- to 20-step-ahead point and interval forecasts than Lee-Carter method, Hyndman-Ullah method, and two naïve random walk methods. The improved forecast accuracy of period life-table death counts is of great interest to demographers for estimating survival probabilities and life expectancy, and to actuaries for determining temporary annuity prices for various ages and maturities. Although we focus on temporary annuity prices, we consider long-term contracts which make the annuity almost lifetime, in particular when the age at entry is sufficiently high.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
06/25/2020

Retiree mortality forecasting: A partial age-range or a full age-range model?

An essential input of annuity pricing is the future retiree mortality. F...
research
10/27/2019

Accounting for Smoking in Forecasting Mortality and Life Expectancy

Smoking is one of the main risk factors that has affected human mortalit...
research
02/08/2021

Data-adaptive Dimension Reduction for US Mortality Forecasting

Forecasting accuracy of mortality data is important for the management o...
research
02/09/2018

Projecting UK Mortality using Bayesian Generalised Additive Models

Forecasts of mortality provide vital information about future population...
research
06/03/2019

The Age-Period-Cohort-Interaction Model for Describing and Investigating Inter-Cohort Deviations and Intra-Cohort Life-Course Dynamics

Social scientists have frequently sought to understand the distinct effe...
research
09/24/2022

Learning and forecasting of age-specific period mortality via B-spline processes with locally-adaptive dynamic coefficients

The overarching focus on predictive accuracy in mortality forecasting ha...
research
04/16/2021

Is there a cap on longevity? A statistical review

There is sustained and widespread interest in understanding the limit, i...

Please sign up or login with your details

Forgot password? Click here to reset