TY - JOUR
T1 - Bayesian analysis of equity-linked savings contracts with American-style options
AU - Luoma, Arto
AU - Puustelli, Anne
AU - Koskinen, Lasse
PY - 2014
Y1 - 2014
N2 - In this paper, a full Bayesian procedure is developed and implemented for the market consistent valuation of a fairly general class of equity-linked savings contracts. The developed procedure allows several combinations of contract properties. For example, the contract returns may include a guaranteed interest rate and a bonus depending on the yield of a total return equity index. Especially, the contract may include an American-style path-dependent surrender option. The underlying asset and interest rate processes are estimated using the Markov chain Monte Carlo method, and their simulation is based on their posterior predictive distribution, which is, however, adjusted to give risk-neutral dynamics. Financial guarantees and equity-linked components are common in many life insurance products. From the insurance company's viewpoint, this paper provides a realistic and flexible modelling tool for product design and risk analysis. The focus is on a novel application of advanced theoretical and computational methods, which enable us to deal with a fairly realistic valuation framework and to address model and parameter error issues. Our empirical results support the use of elaborated instead of stylized models for asset dynamics in practical applications.
AB - In this paper, a full Bayesian procedure is developed and implemented for the market consistent valuation of a fairly general class of equity-linked savings contracts. The developed procedure allows several combinations of contract properties. For example, the contract returns may include a guaranteed interest rate and a bonus depending on the yield of a total return equity index. Especially, the contract may include an American-style path-dependent surrender option. The underlying asset and interest rate processes are estimated using the Markov chain Monte Carlo method, and their simulation is based on their posterior predictive distribution, which is, however, adjusted to give risk-neutral dynamics. Financial guarantees and equity-linked components are common in many life insurance products. From the insurance company's viewpoint, this paper provides a realistic and flexible modelling tool for product design and risk analysis. The focus is on a novel application of advanced theoretical and computational methods, which enable us to deal with a fairly realistic valuation framework and to address model and parameter error issues. Our empirical results support the use of elaborated instead of stylized models for asset dynamics in practical applications.
KW - American style derivative securities
KW - Bayesian analysis
KW - Insurance related products
KW - Monte Carlo methods
KW - Option pricing via simulation
KW - Stochastic interest rates
UR - http://www.scopus.com/inward/record.url?scp=84890796326&partnerID=8YFLogxK
U2 - 10.1080/14697688.2013.808373
DO - 10.1080/14697688.2013.808373
M3 - Article
AN - SCOPUS:84890796326
SN - 1469-7688
VL - 14
SP - 343
EP - 356
JO - Quantitative Finance
JF - Quantitative Finance
IS - 2
ER -