Variable annuity pricing, valuation, and risk management: a survey

R Feng, G Gan, N Zhang - Scandinavian Actuarial Journal, 2022 - Taylor & Francis
Variable annuity is arguably the most complex individual retirement planning product in the
financial market. Its intricacy stems from a variety of product features including investment …

Application of data clustering and machine learning in variable annuity valuation

G Gan - Insurance: Mathematics and Economics, 2013 - Elsevier
The valuation of variable annuity guarantees has been studied extensively in the past four
decades. However, almost all the studies focus on the valuation of guarantees embedded in …

Deep hedging of long-term financial derivatives

A Carbonneau - Insurance: Mathematics and Economics, 2021 - Elsevier
This study presents a deep reinforcement learning approach for global hedging of long-term
financial derivatives. A similar setup as in Coleman et al.(2007) is considered with the risk …

Risk allocation through shapley decompositions, with applications to variable annuities

F Godin, E Hamel, P Gaillardetz… - ASTIN Bulletin: The Journal …, 2023 - cambridge.org
This paper introduces a flexible risk decomposition method for life insurance contracts
embedding several risk factors. Hedging can be naturally embedded in the framework …

Pricing annuity guarantees under a double regime-switching model

K Fan, Y Shen, TK Siu, R Wang - Insurance: Mathematics and Economics, 2015 - Elsevier
This paper is concerned with the valuation of equity-linked annuities with mortality risk under
a double regime-switching model, which provides a way to endogenously determine the …

Analytical calculation of risk measures for variable annuity guaranteed benefits

R Feng, HW Volkmer - Insurance: Mathematics and Economics, 2012 - Elsevier
With the increasing complexity of investment options in life insurance, more and more life
insurers have adopted stochastic modeling methods for the assessment and management of …

Using neural networks to price and hedge variable annuity guarantees

D Doyle, C Groendyke - Risks, 2018 - mdpi.com
This paper explores the use of neural networks to reduce the computational cost of pricing
and hedging variable annuity guarantees. Pricing these guarantees can take a considerable …

Optimal initiation of a GLWB in a variable annuity: No Arbitrage approach

H Huang, MA Milevsky, TS Salisbury - Insurance: Mathematics and …, 2014 - Elsevier
This paper offers a financial economic perspective on the optimal time (and age) at which
the owner of a Variable Annuity (VA) policy with a Guaranteed Lifetime Withdrawal Benefit …

Option pricing under regime-switching models: Novel approaches removing path-dependence

F Godin, DA Trottier - Insurance: Mathematics and Economics, 2019 - Elsevier
A well-known approach for the pricing of options under regime-switching models is to use
the regime-switching Esscher transform (also called regime-switching mean-correcting …

Multi‐step reflection principle and barrier options

H Lee, G Lee, S Song - Journal of Futures Markets, 2022 - Wiley Online Library
This paper examines a class of barrier options, multi‐step barrier options, which can have
any finite number of barriers of any level. We obtain a general, explicit expression for option …