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 (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.

Description: There is value in a framework that allows a smooth transition from a qualitative assessment to a quantitative analysis as entities mature in their understanding of climate risk. In this report, a case study on climate change impact on home prices is used to illustrate a Bayesian network iterative approach to building a model for scenario analysis.

Description: This report is a technical paper on a Predictive Analytics Framework and Reusable Workflow for Experience Analysis in actuarial studies. It covers data analysis, machine learning models, methodologies, and model interpretation techniques.

Description: The document is a literature review on maternal mortality in the United States, focusing on trends, disparities, measurement issues, data quality, and monitoring systems. It also discusses how different indicators and definitions impact the understanding of maternal mortality in the country.

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: Asia is experiencing changing demographic, social, and cultural tides which threaten to submerge existing retirement-pension systems.

Description: This paper summarizes the results of a survey of waiver of premium/monthly deduction rider assumptions and experience.

Description: Report summarizing the results of the 2018 PBITT UL with Secondary Guarantees Survey

Description: This research report provides an evaluation and synthesis of the methodologies and data samples used on characterizing health care fraud.