Description: This report was developed by the CESRC as an update of one Rob Erhardt prepared in 2016 that compiled a collection of sources that deal with what scientists know and what actuaries could do. Sources have been chosen with practicing actuaries and the public in mind. In the original report, nearly all governmental sources come from the United States. In the update an attempt was made to include sources from actuarial bodies and regulators worldwide. Please let us know if you have a source we did not include as it is anticipated that the SOA will continue to update a list of sources for these topics in the future.

Description: Several presentations that contain analyses on the SOA’s Individual Life Experience Committee’s 2003 to 2013 Individual Life Mortality Experience Data are available below. The final 2003 to 2013 Individual Life Mortality Experience Report and data will be published later this year.

Description: The SOA Research Institute and LIMRA have completed the most up-to-date study of variable annuity contract owner behavior. Learn more about this vital resource for actuaries working with annuities.

Description: The cost of prescription drugs is top of mind for consumers, payers and policymakers. Despite legislative efforts, such as the Inflation Reduction Act, the problem remains. More than 30% of all Americans say they have not taken prescription drugs as prescribed in the last 12 months because of the expense. The purpose of this paper is to discuss an alternative to policy solutions: reimagining pharmacy financing in the commercial space using a value-based reimbursement methodology that increases transparency, encourages competition, aligns stakeholder incentives and mitigates total cost of care (TCOC) increases. This paper will demonstrate that it is possible to implement such a methodology under the current infrastructure, but one can identify limitations.

Description: This report examines the adoption and challenges of predictive analytics in life and annuity reinsurance, including current practices, regulatory context, and advanced AI applications.

Description: This is a collection of essays from the Society of Actuaries Research Institute, focusing on the potential impact of AI on human longevity and its consequences for modeling future survival/mortality. It includes various essays discussing AI's role in mortality modeling, life expectancy, and implications for actuarial methods.

Description: Award-winning essays on addressing unwanted bias in life and annuity insurance processes.

Description: This document is a research study conducted by Derrick FUNG Wing Hong, PhD, FSA, CERA, from The Hang Seng University of Hong Kong, sponsored by The Society of Actuaries Research Institute. It investigates the impact of COVID-19 on insurers and the relationship between Enterprise Risk Management (ERM) sophistication and insurers' resilience.

Description: This document is from the March 2025 edition of the SOA Research Institute AI Bulletin, focusing on artificial intelligence initiatives within the actuarial community. It includes articles on strategic principles, professional development products, NAIC updates, and tips for prompting the language model.

Description: This guide covers understanding, evaluating, deploying, and managing risks of Large Language Models.