Description: The article provides a high-level, non-technical, introduction to artificial neural networks (ANNs) and deep learning with an application to risk management. The method relies on typical ANN components such as nodes, activation functions, and optimization through gradient descent.

Description: This is the first of a two-part article introducing and elaborating an “Adaptor” strategy for ERM. Such a strategy is intended to fulfil two purposes: first, switching among four styles of risk-coping strategies in order to track qualitative changes in a business’s risk environment; and, second, to support the business in navigating with resilience through all the seasons of a business-economic cycle, i.e., of boom, bust, moderate, uncertain. This latter requires careful study of the nature of resilience, the familiar idea of bounce back, and the less familiar idea of bounce forward. Part I of our article is underpinned therefore by a supplementary document (available from https://riskviews.wordpress.com/adaptor-exceptionalism/), which addresses the issue of structural change in a business or economy. It draws heavily on ideas taken from the discipline of control engineering, as well as some from ecology, social anthropology, and economics. The entire two-part article is thus an exercise in cross-disciplinary Systems Thinking.

Description: This is the second of a two-part article introducing and elaborating an “Adaptor” strategy for ERM. Such a strategy is intended to fulfil two purposes: first, switching among four styles of risk-coping strategies in order to track qualitative changes in a business’s risk environment; and, second, to support the business in navigating with resilience through all the seasons of a business-economic cycle, i.e., of boom, bust, moderate, uncertain. This latter requires careful study of the nature of resilience, the familiar idea of bounce back, and the less familiar idea of bounce forward. Part I of our article is underpinned therefore by a supplementary document (available from https://riskviews.wordpress.com/adaptor-exceptionalism/), which addresses the issue of structural change in a business or economy. It draws heavily on ideas taken from the discipline of control engineering, as well as some from ecology, social anthropology, and economics. The entire two-part article is thus an exercise in cross-disciplinary Systems Thinking.

Description: Chairperson's summary of Joint Risk Management Section (JRMS) Council accomplishments during the 2021-2022 Section Council year, as part of the December 2022 Risk Management newsletter. Includes an introduction to new council members, appreciation to those departing the Council, and introduces the new JRMS Council Leadership. Discusses the accomplishments made, areas of focus and activities underway which benefit JRMS Section members.

Description: Discussion of how to mature value-based contracts between health insurers and provider organizations to improve population health and financial sustainability. Centers around contract parameter consistency, revenue predictability and risk assessment. Intended audience are health plan and ACO actuaries and leaders. Authors are writing from the provider perspective in value-based contracts.

Description: Chairperson's summary of Joint Risk Management Section (JRMS) Council accomplishments during the 2021-2022 Section Council year, as part of the December 2022 Risk Management newsletter. Includes an introduction to new council members, appreciation to those departing the Council, and introduces the new JRMS Council Leadership. Discusses the accomplishments made, areas of focus and activities underway which benefit JRMS Section members.

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: Learn how modernization of data, models, and technology are influencing workflows. This webcast will address how workflows are changing in response to new regulatory requirements and the impacts the changes have on modeling and end-to-end future state operating models. Industry leading actuaries will discuss: How team collaboration can increase quality and speed of reporting to internal and external stakeholders How to strengthen controls and compliance frameworks across finance and actuarial departments How to modernize actuarial input/output for strategic analysis and insights How to attract and retain top talent by improving opportunities for actuaries There will also be dedicated time to ask questions of those who have made the transition.

Description: Combinations of risks are an important component of the Survey of Emerging Risks, now in its 15th iteration. Also known as risk clusters or compound risks, the most popular in the survey define threat multipliers, where a risk makes other risks worse. The top risks chosen are trended for the last 10 years, showing interesting cycles and discontinuities.

Description: 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.