Description: An interview with Diana Skrzydlo, the inaugural winner of the SOA Outstanding Educator Award, about her teaching and the future of actuarial education.

Description: Life and annuity markets around the world have seen increasingly complex investment-combined products, including universal life, fixed indexed annuities, variable annuities with a wide variety of guaranteed benefits and indexed variable annuities. Insurance companies are facing unprecedented exposure to financial risks in addition to traditional mortality and longevity risks. The risk assessment and modeling for such complex designs by conventional methods often focus heavily on their market competitiveness and profitability. However, there seems to be a lack of quantifiable and systematic approaches to assess investment risks associated with investment combined products. The objective of the proposed work is to develop a framework for quantifying and analyzing various forms of contractual designs and showcase different techniques to assess the trade-off between competitive contractual designs and their practical implications regarding the difficulty of risk management.

Description: While many know that machine learning is a big deal and even have a general idea of what it is, many do not know what machine learning can do for them. As an alternative to citing achievements or explaining algorithms, this article outlines the challenges that occur in statistics and the solutions that machine learning offers. Some of those challenges include correlated predictors, missing data, data interaction, and prediction intervals. Corresponding solutions include regularization technics, missing value imputation with KNN, tree based models, and cluster analysis for backtesting.

Description: First in a series of articles for Retirement Section News focusing on Defined Contribution issues

Description: Pandemic impact on continuing education. Financial Reporting Section and Community Engagement. US GAAP textbook update for LDTI. IFRI textbook update for amendments.

Description: Brief discussion of highlights of past Living to 100 Research Symposia, urging readers to attend 2023 symposium

Description: Description of the mathematics involved when looking at low probability events within a company from the perspective of the C-Suite. The accumulation of small probability events leads to a much higher probability of at least one of them happening in a given period.

Description: Article discusses the mechanics of index-linked annuities and the growth of RILAs

Description: Milliman was engaged by the SOA to conduct two Accelerated Underwriting (AU) surveys, one of direct companies and another of reinsurers. The surveys explored actual results from 2019–2021 and expected results from 2022.

Description: SECURE 2.0 included provisions that improve the ability of insurers to serve those who own qualified annuities. Several previously disallowed distribution methods are now allowed. These changes should increase the availability and desirability by contract owners to choose a payout annuity compared to required minimum distributions. An insurer considering enhancing qualified annuitization offerings might follow the approach outlined to potentially increase qualified annuitization sales and assist contract owners in protecting their principal more directly than previously.