Description: This paper applies GPUs and deep learning to achieve orders of magnitude performance improvement in the valuation of large portfolios of variable annuities.

Description: This paper first derives the fair participation rate based on a fair value of the equity-indexed annuity EIA. Then using risk measures, a new participation rate is obtained, based on the tail loading of the hedging error distribution. Risk management strategies reducing risk related to the hedging error are also presented. A detailed numerical analysis is performed for a point-to-point EIA.

Description: This article addresses the issues of short-term volatility, the non-equivalency of traders and, how product development is being impacted by market consistency.

Description: This article delves into a new line of statistical thinking of the author, that may be useful for product development actuaries. The key concept is how product design can produce products that diversify quickly, meaning that the company can be confident of a profitable product line, based on fewer sales than might be true for other designs.

Description: The author's asserts that when estimating life expectancy, care should be taken to account for how trends in mortality can change over time change over time and that by assuming they remain constant, one can underestimate life expectancy and therefore undervalue annuity products.