Description: This article provides a brief overview of the current state of machine learning (ML) and artificial intelligence (AI) as they apply to actuarial science, including discussion around the integration of actuarial judgment with ML and AI. It concludes with an example of explainable ML through a python tool known as SHAP (SHapley Additive exPlanations), which is able to explain the key drivers behind individual ML or AI predictions.

Description: The traditional defined-benefit (DB) plan is a type of plan structured to provide the greatest degree of retirement income security, designed to pay out a guaranteed retirement income for the life of the retiree (and, when applicable, a beneficiary). However, over the last several decades, the number of private-sector employees covered under these traditional plans has decreased dramatically and been replaced by defined contribution (DC) plans. In contrast, public-sector retirement plans, which are exempt from ERISA, have seen a much smaller decline in DB plans. There are many differences in the private and public sector that likely contributed to this phenomenon, but ERISA and the many amendments to it has been a major factor.

Description: The author reviews the impact of health care exchanges becoming operational in 2014, and he offers ideas for efficient risk identification and ways to measure the results.

Description: This article is a brief overview of what digital health is, how it is regulated, and who some of the big unicorns are.

Description: With more than 24 years of experience in the reinsurance market, Bruno Freire is the CEO and one of the co-founders of Austral Re, along with Vinci Partners, a private equity firm. Austral Re is a Brazilian- based multiline reinsurer which that writes business across Latin America. It has grown organically throughout the last 13 years, and had its credit rating upgraded to A- in 2023 by AM Best (it also has AAAbr from S&P). Before joining Austral, Bruno had been a reinsurance broker at Aon Re for more than 10 years, having witnessed the opening of the reinsurance market in Brazil. As we will be seen in his interview the following, he believes in a data driven analytic approach, client focused but with an underwriting mindset, as well as a strong support from actuaries and technology as key instruments to run a reinsurance company successfully.

Description: This essay explores the role that the emerging defined contribution retirement system may be playing in the growth of wealth inequality in the United States. The current system leaves many Americans with little or no retirement savings. Those with higher accumulation levels appear to invest proportionally more in equities, which may have an exponential effect of balances over long time periods. The author hypothesizes that willingness to take investment risk involves the relationship between the amount an investor has accumulated and what she/he needs in order to cover basic costs of living. This is one reason that investors with greater accumulation levels may be able to earn higher rates of return. The essay concludes by suggesting that the U.S. defined contribution system should include all workers and provide additional fiduciary guidance. Examples reforms, both in the U.S. and other countries, are provided.

Description: This article provides an update, as of September 2019, on the Reinsurance Section’s sponsored research in process and studies recently completed.

Description: This article reviews why financial reporting controls are relevant to actuaries. It also discusses the impact of LDTI on controls and the strategic decisions that insurers need to make.

Description: Emerging technologies like GenAI will be more disruptive than past technological developments, such as spreadsheets, low-code data and dashboarding tools, and cloud computing. This article will explore how how we can lead ourselves, our teams, and our organizations to thrive within a defined modern value proposition, using one of two archetype roles: actuaries as business partners or actuaries as developers.

Description: The current coronavirus pandemic has caused a number of challenges for life insurers and this article summarizes the operational challenges, namely in two areas. First, the article will discuss the challenges companies are facing to collect traditional underwriting evidence and potential short-term solutions used to overcome these limitations. Second, the actions companies are taking to alleviate the financial difficulties customers may have paying premiums will be addressed.