Description: This report discusses the use of federated learning in the insurance industry and explores the benefits and challenges of this approach.

Description: Learn more about improving the modelling of individual decisions. This paper explains the concepts of hyperbolic discounting and provides a tool for improving the modelling of individual decisions.

Description: The Society of Actuaries (SOA) Research Institute revisits COVID-19's impact on future U.S. mortality with insights from a multidisciplinary panel of experts. Discover how new variants and other causes of death may influence future mortality trends.

Description: The document is the "Pub-2016 Public Retirement Plans Mortality Tables Report" published in May 2025 by the Retirement Plans Experience Committee (RPEC) of the Society of Actuaries and LIMRA. It contains information on mortality tables development, data collection, annuity comparisons, and application of tables for public pension plans.

Description: This report explores how artificial intelligence can be applied to investment and retirement planning, highlighting real-world applications, risks, and recommendations.

Description: Discover the latest insights on emerging risks in the Indian market with our comprehensive survey report. Uncover key findings on financial volatility, disruptive technology, and climate change, and learn how AI is reshaping risk management. Compare these results with North American trends and explore the optimistic economic outlook for the India market in 2025.

Description: This report captures expert insights from a March 2025 roundtable on how generative AI is shaping actuarial work and insurance industry practices.

Description: This report provides insights into statistical methods for imputing race and ethnicity in the context of insurance industry disparities. It discusses various imputation techniques, performance metrics, and the evolution of methods over time. The aim is to address the lack of consistent data collection on race and ethnicity in insurance datasets.

Description: The Society of Actuaries Research Institute’s Aging and Retirement Strategic Research Program is pleased to release three essays addressing the actuarial impact of mental health issues in retirement.

Description: The Society of Actuaries (SOA) sought to investigate methodologies and characteristics associated with actuarial innovation, aiming to expand the industry’s capabilities for creativity. The SOA engaged Milliman to conduct in-depth interviews and focus groups with select actuaries who have demonstrated innovative skills, in order to derive key behaviors and characteristics that encourage innovation.