Description: This is the full report summarizing the results of the 2017 Emerging Risks Survey, the eleventh in the series.

Description: Newly released spring 2019 data added to the Actuaries Climate Index show that more frequent extreme weather and increases in sea level continue to push the index upward. The ACI’s five-year moving average now stands at 1.16, up from 1.12 last quarter.

Description: This report presents the major findings from the eleventh annual Emerging Risks survey.

Description: This session will present results of the most recent SOA/LIMRA studies of variable and fixed-indexed annuity policyholder behavior including withdrawal behavior, guaranteed living benefit elections and surrender activity. Conducted annually since 2006, a discussion on the results of these studies show how they have changed over time, as well as areas where the analysis will need to change or expand. After that, the presenters will focus on dynamic lapse for hot money businesses, which is an important topic for fixed deferred annuity. Key takeaways from this area will include an understanding how to differentiate between hot money and warm money, the different formulas used in the industry, and how to adjust an asset portfolio to protect against the risks associated with hot money businesses.

Description: This article is about a 1997 conference titled, 'Integrated Approaches to Risk Measurement in the Financial Services Industry,' that brought together a diverse group of 84 professionals, including actuaries and others working in risk measurement and management. That conference, sponsored jointly by the SOA’s finance practice area and Investment Section, was important in helping the profession advance the work of risk measurement.

Description: Recent regulatory developments and ASOP 56 have reinforced the need for robust governance over actuarial models, but there is no one-size-fits-all solution. Design and implementation of an efficient and sustainable model governance framework requires customizing various aspects (e.g., risk rating system, ownership and responsibilities, usage of testing and documentation templates) to fit each company's unique culture and organizational structure.

Description: Risk management techniques do not include system science. System science requires that the uncertainty of the world is incorporated into the results. The articles explains the difference between risk and uncertainty. Learn how risk practices create an overoptimistic view of future outcomes.

Description: This article discusses four approaches to managing the enterprise-wide risk: Diversification, Loss Controlling, Risk Trading and Risk Steering.

Description: 2011 SOA Enterprise Risk Management Symposium, Chicago. The stated purpose of this paper is to consider whether a more comprehensive and timely measurement framework for risk exposure is now needed and to examine one possible approach. This paper proposes a new approach to risk measurement that, along with capital measurement and more rigorous oversight, will allow banks an ability to manage risk.

Description: In order for an organization to benefit from artificial intelligence/machine learning (AI/ML) models, it requires the involvement of different business areas. During this webcast, professionals from data analytics, audit and risk areas will address challenges and provide solutions for working together to develop, implement, use and risk manage AI/ML tools. Throughout the discussion, the presenters will discuss: • Defining and exploring the challenges and objectives between data scientists, domain experts and control functions • Risk management – model risks and other risks • End-to-end model validation • Model performance vs. interpretability/understandability trade-offs • What to audit – auditor’s challenge and solutions