Description: The SOA’s Artificial Intelligence Working Group explored the role of AI in actuarial practice, focusing on risk management, regulatory compliance, and ethical considerations. The discussion highlighted the importance of the NIST AI Risk Management Framework and Generative AI Profile in ensuring responsible AI development and deployment in insurance and healthcare.

Description: This project examines how companies perform deterministic scenario analysis, focusing on a worldwide IT disruption and its operational impacts. It highlights the use of table-top exercises to estimate direct and indirect effects, leveraging senior managers' experience.

Description: This survey tracks the relative rankings of risk managers about emerging risks across time. It is the 18th survey of emerging risks sponsored by the Casualty Actuarial Society (CAS), Society of Actuaries (SOA) and Canadian Institute of Actuaries (CIA), administered by the Joint Risk Management Section.

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: The CIA, SOA and Joint Risk Management Section of the CAS, CIA, and the SOA sponsored a whitepaper on the application of ERM at a federal government level.

Description: Scenario generators used in financial models to quantify risk are sometimes described as being as either “real-world” or “risk-neutral”. The difference is in the treatment of the market price of risk. This report explores the relationship between real-world and risk-neutral scenarios and when it is appropriate to use each type.

Description: This research report summarizes methodologies used for yield curve extrapolation to value liability cash flows that extend beyond the maximum observavble portion of the yield curve.

Description: The Survey of Emerging Risks has been successfully conducted in North America for 15 years, which provides a consistent report by tracking the opinions of risk managers on the emerging topics beyond the current business cycle with strategic plans over decades. For the first time the survey is also being specifically introduced in China and Greater Asia, with the aim of surveying the actuarial and risk management professionals' opinions on emerging risks in the local market. In relation to the Society of Actuaries, Greater Asia is defined as markets that participate in our Greater Asia Committee. These are additional areas outside of mainland China that include markets such as Hong Kong, Indonesia, Malaysia, Philippines, Singapore, South Korea, Taiwan, Thailand and Vietnam. The survey is sponsored by the Society of Actuaries (SOA) Research Institute and comprises both quantitative and qualitative questions in English and Chinese (Simplified). With a wide range of response options and allowing for anonymous comments, the survey results serve as a platform to share the risk views of local actuaries and risk managers in China and Greater Asia.

Description: A research report that first defines ERM and provides the results of an applicable literature search with hyperlinks and then describes the current state of Enterprise Risk Management practices for health organizations. Areas covered: 1. Operational Risks. 2. Balance sheet risks. 3. Pricing discipline. 4. Asset risks. 5. Learnings. 6. Emerging risks.

Description: This research report examines readers to Insurance-linked securities (ILSs) emphasizing catastrophe bonds (CAT) and industry loss warranties (ILWs).