TY - JOUR
T1 - Forecasting age distribution of death counts
T2 - An application to annuity pricing
AU - Shang, Han Lin
AU - Haberman, Steven
N1 - Publisher Copyright:
© Institute and Faculty of Actuaries 2019.
PY - 2020
Y1 - 2020
N2 - 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 1- 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 that make the annuity almost lifetime, in particular when the age at entry is sufficiently high.
AB - 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 1- 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 that make the annuity almost lifetime, in particular when the age at entry is sufficiently high.
KW - Compositional data analysis
KW - life-table death counts
KW - log-ratio transformation
KW - principal component analysis
KW - single-premium temporary annuity
UR - http://www.scopus.com/inward/record.url?scp=85072393619&partnerID=8YFLogxK
U2 - 10.1017/S1748499519000101
DO - 10.1017/S1748499519000101
M3 - Article
SN - 1748-4995
JO - Annals of Actuarial Science
JF - Annals of Actuarial Science
ER -