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

Description: The Spatial Hazards Events and Losses Database for the United States (SHELDUS) provides county-level data for direct economic losses due to natural hazards from 1960 to the present.

Description: Article discussing how geospatial imagery and high-resolution image technology are transforming property insurance.

Description: The cyber insurance market looks like it’s growing—rapidly, in fact. However, there’s more to the cyber insurance market than the outward appearance of strong growth. Worldwide aggregate premium’s upward trend may even be cause for alarm. The increase in premium against a flat rate of insured exposure is a key sign that the market could turn from growth to constriction if a solution isn’t found in the near future. If the cyber insurance sector hopes to reach such lofty goals as exceeding $30 billion in global premium by 2028, it’s going to need more capital. Whether directly into the insurance sector or via support from reinsurance and retrocession, fresh capital should help insurers achieve greater market penetration, build a broader foundation for ongoing expansion, and chart a course for long-term sustainable profitable growth. The same sources capital insurers have used since the early days of the market won’t be enough, though. Thankfully, the insurance linked securities (ILS) market seems poised to help, particularly with several promising recent transactions. New sources of capital could bolster the foundation for future cyber re/insurance growth.

Description: An introductory article for the June 2023 issue of the General Insurance Insights e-newsletter.

Description: An interview with Weili Lu, the president of ARIA

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: 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.