Description: Milliman, Inc. Milliman was retained by the Society of Actuaries SOA to perform certain actuarial analyses with respect to the Z-Factor methodology under a principles-based approach PBA to statutory reserve and capital. Under PBA, the Z-Factor is a measure of margin in excess of the best estimate assumptions embedded in the statutory reserves of a life insurance product or block of business.

Description: Using data from the Mexican Social Security Institute for labor risks, this paper classifies the severity of sequels in three categories: mild, moderate and high, and attempts to relate this level with the characteristics of the worker and his activities at work. Toward this goal, a model was built using a multilogistic regression, which allowed predicting the severity of physical sequels caused by a labor risk. From Actuarial Research Clearing House, 2006.

Description: The research provides a modeling framework for assessing the inundation risk of properties and their expected flood damages, thereby laying a foundation for flood insurance pricing. The researchers studied over 50 years of claims data from the National Flood Insurance Program with 2.5 million records and identify property characteristics that predict flood damages for inundated properties. The development of a private flood insurance market benefits from insurers’ ability to better understand and price flood risk. This research takes a closer look at flood risk modeling and flood insurance pricing.

Description: This analysis is being done to determine how recent experience, from the statistical agent data collected by MIB, is emerging relative to the 2015 VBT.

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

Description: This project shows how to use agent-based models to simulate the behaviors of agents in complex health systems.

Description: This project shows how to use agent-based models to simulate the behaviors of agents in complex health systems.

Description: This essay collection examines how changing family dynamics shape retirement security, offering insights on demographic trends, policy design, and actuarial strategy—because retirement is the ultimate family affair.

Description: LIMRA, Reinsurance Group of America (RGA), the Society of Actuaries (SOA) Research Institute, and TAI have collaborated on an ongoing effort to analyze the impact of COVID-19 on the individual life insurance industry’s mortality experience and share the emerging results with the insurance industry and the public. This report documents a high-level analysis of the claims that have been reported.

Description: On January 12, 2023, the Arizona Blockchain Applied Research Center (AZ BARC) and the SOA Research Institute jointly ran a workshop on the use of blockchain technology in insurance and financial industries. The workshop included presentations focused on academic research in the blockchain space by Arizona State University, AZ BARC and an industry expert panel assembled by the SOA Research Institute. This document summarizes the research highlights and the discussions that occurred during the two-hour workshop.