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학술논문보험금융연구2016.02 발행KCI 피인용 1

The Performance Evaluation on the General Procedure for Forecasting Mortality

The Performance Evaluation on the General Procedure for Forecasting Mortality

이상일(아주대학교)

27권 1호, 107~133쪽

초록

This study investigates the forecasting ability of the general procedure(GP) using mortality data for South Korean males during 1983-2010. The GP was recently introduced to construct a stochastic mortality model by including every significant demographic feature in historical mortality data. We assess the GP via a comparison with seven existing stochastic mortality models, testing in-sample fit and out-of-sample prediction for three age groups: 1-79, 11-79, and 60-79. The results suggest that the GP consistently outperforms other models with regard to the Bayesian Information Criterion(BIC) and Mean Absolute Percentage Error (MAPE). This shows that the GP extracts optimal risk factors for the projections of age-specific mortality rates from mortality data. Furthermore, we examine predicted levels of uncertainty in forecasts at different ages and show how the risk can be hedged using q-forwards. This information is useful for pension providers or insurers to hedge future unexpected liabilities.

Abstract

This study investigates the forecasting ability of the general procedure(GP) using mortality data for South Korean males during 1983-2010. The GP was recently introduced to construct a stochastic mortality model by including every significant demographic feature in historical mortality data. We assess the GP via a comparison with seven existing stochastic mortality models, testing in-sample fit and out-of-sample prediction for three age groups: 1-79, 11-79, and 60-79. The results suggest that the GP consistently outperforms other models with regard to the Bayesian Information Criterion(BIC) and Mean Absolute Percentage Error (MAPE). This shows that the GP extracts optimal risk factors for the projections of age-specific mortality rates from mortality data. Furthermore, we examine predicted levels of uncertainty in forecasts at different ages and show how the risk can be hedged using q-forwards. This information is useful for pension providers or insurers to hedge future unexpected liabilities.

발행기관:
보험연구원
DOI:
http://dx.doi.org/10.23842/jif.2016.27.1.005
분류:
경영학

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The Performance Evaluation on the General Procedure for Forecasting Mortality | 보험금융연구 2016 | AskLaw | 애스크로 AI