TY - JOUR
T1 - Stochastic economic models for actuarial use
T2 - An example from China
AU - Huang, Fei
AU - Butt, Adam
AU - Ho, Kin Yip
N1 - Publisher Copyright:
© Institute and Faculty of Actuaries 2014Â.
PY - 2014/5/15
Y1 - 2014/5/15
N2 - In this paper, the first study of stochastic economic modelling with Chinese data is conducted for actuarial use. Univariate models, vector autoregression and two cascade systems (equity-driving cascade system and price-inflation-driving cascade system) are described and compared. We focus on six major economic assumptions for modelling purposes, which are price inflation rate, wage inflation rate, long-Term interest rate, short-Term interest rate, equity total return and bond total return. Granger causality tests are used to identify the driving force of a cascade system. Robust standard errors are estimated for each model. Diagnostic checking of residuals, goodness-of-fit measures and out-of-sample validations are applied for model selection. By comparing different models for each variable, we find that the equity-driving cascade system is the best structure for actuarial use in China. The forecasts of the variables could be applied as economic inputs to stochastic projection models of insurance portfolios or pension funds for short-Term asset and liability cash flow forecasting.
AB - In this paper, the first study of stochastic economic modelling with Chinese data is conducted for actuarial use. Univariate models, vector autoregression and two cascade systems (equity-driving cascade system and price-inflation-driving cascade system) are described and compared. We focus on six major economic assumptions for modelling purposes, which are price inflation rate, wage inflation rate, long-Term interest rate, short-Term interest rate, equity total return and bond total return. Granger causality tests are used to identify the driving force of a cascade system. Robust standard errors are estimated for each model. Diagnostic checking of residuals, goodness-of-fit measures and out-of-sample validations are applied for model selection. By comparing different models for each variable, we find that the equity-driving cascade system is the best structure for actuarial use in China. The forecasts of the variables could be applied as economic inputs to stochastic projection models of insurance portfolios or pension funds for short-Term asset and liability cash flow forecasting.
KW - Cascade systems
KW - Chinese economic models
KW - Stochastic modelling
UR - http://www.scopus.com/inward/record.url?scp=85061251932&partnerID=8YFLogxK
U2 - 10.1017/S1748499514000104
DO - 10.1017/S1748499514000104
M3 - Article
SN - 1748-4995
VL - 8
SP - 374
EP - 403
JO - Annals of Actuarial Science
JF - Annals of Actuarial Science
IS - 2
ER -