Description: The objective of this paper is to provide a practical guide with concrete case studies to help actuaries implement artificial intelligence and machine learning (AIML) to help accelerate the speed of analysis for life and annuity actuarial modeling. We do so by researching the existing literature regarding AIML and its applicability to stochastic modeling and exploring case studies.

Description: This report is a discussion of the significant challenges involved in attempting to research with robust analysis the impact of disparities in health care access, cost and quality of care on financial wellness across racial, ethnic, socioeconomic and other demographic groups in the U.S. for reasons other than or in addition to income, wealth or employment status.

Description: The SOA Research Institute along with the International Section, and the Social Insurance and Public Finance Section are pleased to make available a research report that compares international and domestic mandated paid family and medical leave programs. Special thanks to both Sections for their sponsorship of this effort.

Description: This report presents research into recent population mortality experience compiled by the Retirement Plans Experience Committee (RPEC) of the Society of Actuaries Research Institute as it pertains to development of mortality improvement assumptions for measuring obligations of retirement programs in the United States.

Description: This is the second report in a series on the current state and future opportunity of the retirement market in China. In this report, edition two of the series, you will see results stratified according to city tier and location landscape. Also included in this edition is a description of the differences in retirement age between men and women, and those from different educational backgrounds. This is the Simple Chinese translated version of the report.

Description: This is the first report in a series on the current state and future opportunity of the retirement market in China. This report, edition one of the series, summarizes the significant outcomes from the study. Also included in this edition is a retirement forecast outlining the drivers of change for China’s retirement market and the resulting opportunities.

Description: On October 7, 2023, the SOA Research Institute assembled an industry expert panel to discuss current issues in GenAI. The group was diverse in terms of employment, including company actuaries from life, health and property/casualty backgrounds, as well as consultants from various kinds of firms.

Description: This report will explore metrics and assessment tools used by insurance companies and asset management firms in the U.S. to measure the climate risk exposures in their investment portfolios and see how they disclose the results. In addition, it will explore how companies may be able to use similar climate risk assessment tools in Asset-Liability Management and Risk Management.

Description: The SOA Research Institute’s Aging and Retirement Strategic Research Program and Canadian Institute of Actuaries are pleased to make available the first of two reports that look at Benefit at Risk (BaR) in lifetime pension pools.

Description: Guidance and a model for actuaries to use when performing their professional services related to Medicaid (Title XIX) and Children’s Health Insurance Program (CHIP or Title XXI) managed care capitation rate setting.