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: Review of non public options to finance care including personal savings, revers mortgages, family care and private insurance.

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

Description: Interest Maintenance Reserve ("IMR") has become a hot topic recently due to rising interest rates, causing decreases or even negative IMR balances for some insurers. This article aims to exam some new questions facing financial reporting actuaries: - How should negative IMR be treated for statutory reporting? - What are the other actuarial implications of negative IMR? - What have regulators done and/or plan to do about negative IMR? - What are potential mitigants?

Description: This article provides an introduction to group supervision and group capital and its importance in today's increasingly global insurance market. Additionally, the article examines the various methods used in practice for calculating group capital and the factors that companies should consider as they develop their group capital management strategy.

Description: Duration matching is a risk management strategy, commonly used in the insurance industry, where the duration (price sensitivity to a yield curve movement) of an asset portfolio is adjusted to be made equal to the duration of the liability. However, this approach has flaws. In this essay, I note some key failures of duration matching and offer a potential alternative.

Description: The American Academy of Actuaries announces the inaugural Award for Research, to be awarded to an early career scholar for the best research from an actuarial perspective. The theme for this year is Climate Change/ Climate Risk.

Description: One major feature of the OECD's two-pillar regime is that MNEs would base the calculation of taxes due on book-based financial statements. The article provides a summary of how these rules operate along with suggested actions insurers can take today to prepare for timely compliance.

Description: Accelerated underwriting expert, Ryan Holt, FSA, gives a brief history of the confusion matrix and how its use came into the accelerated underwriting space. An in depth discussion of estimating mortality impact using underwriting audits follows. Three key assumptions that effect mortality impact are discussed. Readers will leave with an understanding of how to estimate mortality impacts using audit results from any new under writing program as well as the considerations that should be taken around key assumptions. Background articles are provided for readers that are less familiar with the subject matter.

Description: The article examines the impact of the COVID-19 pandemic on U.S. mortality trends, noting that despite a decrease in COVID-19 deaths due to better treatments and vaccinations, excess mortality persists, especially among younger adults due to accidental causes. It discusses the challenges of predicting future mortality trends, considering factors like medical advancements and societal changes. The article also highlights the potential of new medical technologies and AI to significantly improve health outcomes in the future. Overall, it underscores the complex interplay of various factors influencing mortality in the post-pandemic era.