Description: The document is a report prepared by the Society of Actuaries in 2012, focusing on surveys conducted in Canada and the United States regarding retirement risks. It compares the findings of the two countries, covering concerns, strategies, and perceptions related to retirement planning and financial security.

Description: This report explores conversion rates and post-conversion experience using predictive analytics.

Description: This article provides a high-level description of how the One Big Beautiful Bill passed enacted on July 4, 2025 specifically affects life insurers. Primarily in this article, ACLI reflects on its 18-year collaboration with the Society of Actuaries through the Taxing Times publication, highlighting key tax legislation impacts and ongoing advocacy for the life insurance industry. This final column acknowledges past achievements and emphasizes continued commitment to industry representation amid evolving challenges.

Description: The momentum in value-based care has produced an opportunity for actuaries to become pioneers in health care

Description: Regression to the mean is a phenomenon that arises when comparing sequential data points. It states that when an initial observation is extreme or an outlier, future observations will be closer to the average. Health care actuaries need to understand and be able to mitigate the effects of regression to the mean to avoid misapplying predictive models or misstating measurements of historical effects.

Description: In this article, we introduce a novel machine learning-based model that analyzes and predicts policyholder behaviors at the individual policy level. Policyholder embedding representations are learned using a Recurrent Neural Network (RNN) that takes into account the sequence of historical transactions associated with a policy. Additionally, a Neural Network with a multi-head architecture is trained to predict the policyholder's next action based on the policyholder embedding and other policy attributes. The resulting model offers several advantages over traditional experience studies and assumption-setting methods, including the ability to set policy-level assumptions that improve reserve accuracy, predict multiple behaviors simultaneously while capturing the interrelationships between them, and generate policyholder embedding representations that are useful for segmentation.

Description: With coinsurance of an existing block of long-duration insurance contracts, there may be existing reinsurance that remains in force. The new coinsurance is typically net of such “inuring reinsurance.” In this article, we look at approaches that the new reinsurer might apply to account for the effects of inuring reinsurance.

Description: The SOA textbook related to US GAAP for insurers has been updated. It incorporates the recent GAAP changes, including Long Duration Targeted Improvements, and now covers both life and non-life insurers. This is an essential updated for anyone working with US GAAP financial statements, whether you are an actuary or other finance professional.

Description: Society of Actuaries Names New Recipients of James C. Hickman Scholars Program