Description: This report considers a hybrid portfolio that combines life and general insurance aspects.

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

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 research project seeks to develop a broader understanding of the relationship between ownership of insurance and retirement products and the income and wealth gap between races and ethnicities in the United States.

Description: The Society of Actuaries Research Institute is pleased to make available a research report summarizing the findings of two Accelerated Underwriting surveys conducted by Milliman to direct companies and reinsurers. Sponsored by the Marketing & Distribution, Product Development, Reinsurance and Smaller Insurance Company sections, the purpose of the study was to not only determine how practices have changed, but also how they have changed because of COVID-19.

Description: The personal auto insurance industry is constantly changing. There are small and steady changes over time (e.g., inflation affecting the cost of repairs or general progress in the safety of vehicles) and sharp spikes (e.g., disasters and legislation). That change has never been more apparent with the Covid-19 pandemic, civil unrest, and driverless cars all presently having a significant impact on personal auto insurance.

Description: This report predicts farm-level crop yield distributions in the absence of farm-level yield data.

Description: The COVID-19 pandemic and its economic effects have resulted in significant insurance impacts. The General Insurance Research Committee (GIRC) of the SOA put forth a call for essays exploring the potential effects on commercial liability insurance. The committee selected this essay, “Evolving Trends in Commercial Liability Insurance,” submitted by Karl Canty and Varun Balutia of EXL, and awarded them a prize of $1,000. The GIRC congratulates the authors and is happy to publish the winning essay on The Actuary website

Description: This research report introduces Delta Boosting as a new member of the boosting family.

Description: The Casualty Actuarial Society, the Society of Actuaries Research Institute, the Society of Actuaries Joint Risk Management, Reinsurance and Financial Reporting Sections are pleased to make available key findings from the 2022 Emerging Risks Survey, the sixteenth in the series. Conducted by Max J. Rudolph of Rudolph Financial Consulting LLC, the survey incorporated a set of Emerging Risks defined by the World Economic Forum as the basis for several of the questions. The survey also included questions related to current risk management topics.