Description: This article summarizes key points from the recently published research paper “Deep Learning for Liability-Driven Investment,” which applies reinforcement learning and deep learning techniques to liability-driven investment (LDI).

Description: All things considered, caution needs to be applied to the use of so-called “standard” mortality tables. Sharpening up these blunt estimates by using individual assumptions reveals material differences in the structure of longevity, both between plans and within plans.

Description: GDP growth has slowed as numerous headwinds have emerged. This article summarizes a research paper by Mark Alberts and Max Rudolph that addresses reasons why this is so and how risk managers can address using scenarios.

Description: While the major market crash subsequent to the widespread contagion of the COVID-19 virus was readily predictable, the rapid recovery and ongoing growth subsequent to it was not. Market dynamics around the recovery resist characterization by most traditional analytical approaches. In examining the circumstances around the emergence of a large retail class of investors, one sees that ingrained human tendencies, particularly optimism bias, have fueled much investor behavior responsible for the recovery. Understanding this makes it possible to predict potential future crashes and develop behavioral interventions for subsequent market recoveries.

Description: Read the August 2019 issue of Risks & Rewards published by the Investment Section. Newsletters provide practical information for the working actuary, articles on trends that impact sections and news about section activities.

Description: Review of the address given by Richard H. Thaler, Robert P. Gwinn Professor of Behavioral Science and Economics at the University of Chicago at the Investment Section at the Society of Actuaries meeting in New York on October 20.

Description: This 2001 article warns against the risks of investing in an IPO, particularly in light of recent history.

Description: In this article the author notes that investment strategy development is fundamentally a communications exercise between the investment and actuarial functions. The article explores four questions with respect to investment strategy: 1 how to make money 2 how to avoid earnings fluctuations 3 how to avoid catastrophic loss and 4 how to choose a new investment idea.

Description: This 2001 article discusses the requirement to assess hedge effectiveness in the Financial Accounting Standards Board’s new statement on derivatives accounting, FAS 133, Accounting for Derivative Instruments and Hedging Activities, as critical for qualifying for “special” hedge accounting. The article provides analysis of different approaches and the potential difficulties encountered. This article is reprinted with permission from Derivatives Week.