Abstract
As the understanding of GMxB-related risks deepens, insurance companies are increasingly seeking efficient annuity risk management systems. This paper is the first to extend the Karhunen-Loève (KL) expansion method to the pricing and Greeks estimation of the GMxB variable annuities written on multiple sub-account funds, under the multivariate Ornstein-Uhlenbeck stochastic volatility model. Additionally, the simulation-based pathwise (PW) and likelihood ratio (LR) methods are generalized for efficient Greeks computation within the multi-asset annuity framework. Through asymptotic analysis, we address a theoretical gap in the original KL expansion sampling framework. Numerical experiments demonstrate that the proposed method achieves computational efficiency and robustness, providing a practical and reliable framework for the risk management of complex multi-asset variable annuities.
| Original language | English |
|---|---|
| Article number | 103220 |
| Journal | Insurance: Mathematics and Economics |
| Volume | 127 |
| DOIs | |
| State | Published - Mar 2026 |
Keywords
- Greeks
- Karhunen-Loève expansion
- Monte Carlo estimation
- Ornstein-Uhlenbeck process
- Variable annuity
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