Description: How can we maintain our sanity while staring at the same screen all day, clicking into and bouncing out of meetings? To be successful in today's (remote) world, we must learn how to relate to individuals virtually. Topics include: How can we best establish a professional and dynamic presence while working remotely? How can we develop rapport with our virtual colleagues as well as with those working in the office? What is considered to be appropriate etiquette when interacting with a co-worker via a computer screen? How can we effectively collaborate while working from home? What is the best way to present to senior management without the ability to be in the room to read their body language? Hear from a panel of actuaries discuss their perspectives and lessons learned over the last few years on how to optimize our communication effectiveness in the virtual work environment.

Description: How can we maintain our sanity while staring at the same screen all day, clicking into and bouncing out of meetings? To be successful in today's (remote) world, we must learn how to relate to individuals virtually. Join us for this 'Choose Your Own (Virtual) Adventure' session during which the webinar attendees will direct the subtopics to be addressed by the remote panelists (i.e., polling will be enabled in real time during the session). You will participate in topics based on the audience vote, some of which include: How can we best establish a professional and dynamic presence while working remotely? How can we develop and maintain solid rapport with our virtual colleagues as well as with those working in the office? What is considered to be appropriate etiquette when interacting with a co-worker via a computer screen? How can we effectively collaborate on technical and non-technical content while working from home? What is the best way to present to senior management without the ability to be in the room to read their body language? Hear from a panel of actuaries discuss their perspectives and lessons learned over the last few years on how to optimize our communication effectiveness in the virtual work environment.

Description: ALM and hedging can reap significant benefits from innovation in computation and operations research. Explore applications of static and dynamic optimization in two different ALM and hedging use cases. Insurers are increasingly moving offshore by establishing Bermuda captive reinsurers. In calculating the Bermuda Best Estimate Liability ('BEL'), reinsurers will need to segment assets to support liabilities in each treaty. A Linear Programming ('LP') problem can be formulated to tactically select assets in a way that minimizes the BEL and consequently the total asset requirement. Learn more about what US Variable Annuity Insurers face with the regulatory requirement to reflect 'future hedging strategy' in their statutory funding calculation. The traditional numerical method of finding the optimal hedging target and then allocating assets may encounter the curse of dimensionality with expanding product and economic environment complexity. A Reinforcement Learning algorithm may well fit this problem and provide insurers a solution for dynamic hedging.

Description: The industry sees extreme value in predictive modeling and its ability to help us meet customer demands and remain profitable, but do customers and regulators look at this as a favorable addition to our process? Hear from a dynamic panel of industry experts who will tackle a variety of issues and questions from the state of the regulatory environment to the responsibilities of the carrier.

Description: As accelerated underwriting continues to evolve, it is a delicate balance to ensure these programs are managed effectively for both short- and long-term results. And there's debate about whether these programs are getting too aggressive. Join panelists as they share their viewpoints on the state of accelerated underwriting, the data sources, models, tools and techniques commonly used, how the landscape is destined to change with more dynamic approaches in underwriting, and how best to monitor these programs, and the impacts of these programs to carriers and the industry as a whole.

Description: The old adage 'insurance is sold not bought' has been used to dismiss digital insurance and support the old agent model of distribution. However, modern distribution systems address this with personalization. This is not simply a customized application form based on age or gender. Personalization is much more dynamic and happens in real-time. It's about tailoring the end-to-end experience to meet the needs and expectations of the specific applicant. The core tools to achieve this are AI learning and nudges from behavioral science.

Description: This article provides an overview of critical illness insurance: history, product description, and the three primary ways to offer critical illness coverage in the United States. This article also contains an illustration of an issue age premium rate calculation, as well as product features and rating applications specific to the various types of critical illness coverage.

Description: Learn what the Julia of the Julia-Python-R combination JuPyteR notebooks are named after! Julia is a programming language with several modern features to make actuaries' lives easier. It is highly capable for many tasks, whether you use it for modeling, data science, communicating results through interactive notebooks, or creating high-quality visualizations. It is a dynamic, interactive language that enables very fast computation while being as easy to learn and write as Python. Discover more about the programming language already used by the Federal Reserve, large banks, NASA, and many other industries. Julia Dive into an interactive walkthrough of the Julia ecosystem and how Julia is gaining adoption within the insurance space, while also using a range of open-source actuarial packages. You will explore how to elevate your analysis across different dimensions and distillg simpler ways to compose your actuarial models and analysis.

Description: Trends in mortality have a huge impact on the insurance industry and its products, risks and profitability. Worldwide, life expectancy has increased continuously over the past decades. However, this progress—even without considering the Covid-19 pandemic—has been subject to strong fluctuations. In recent years, an increase in volatility can be observed. Various aspects—medical science, environment, lifestyle—have influenced the trend in the past. How can the life and health industry move forward in these uncertain conditions? In this article, we examine what has gone before and what can be learned from a closer analysis. What are the main drivers of the historical increase in life expectancy? What characterizes the dynamics of the recent past? How can mortality be projected into the future? How good are our methods of prediction and what are the risks? What risk management options are available?

Description: New digital data known as alternative data is everywhere. Our industry has seen the financial, and hi-tech industries leverage new digital data to expand their key offerings and core services. From the lens of the global life and health industry, new digital data is still searching to be further understood. Risk assessment is a current focus area for using alternative data. A key question is even though risk assessment has always been data-driven, can it now move to the next level with the arrival of this alternative data. Can we use alternative data to make the risk assessment process quicker, cheaper, or faster thereby driving more sales and better conversion rates. It is an exciting time! With the increased adoption of health and well-being apps, data such as physical activity, nutrition, sleep, and mental wellness is now readily available. Expanded data such as digital biomarkers, IoT data, electronic health records and many more can also be accessed. However, how to effectively implement alternative data remains a challenge across the industry. We firmly believe it is, and will continue to be, imperative to take a structured approach to alternative data through a set of key considerations and a framework of principles.

Description: As the insurance industry continues to evolve due to a pandemic and rapidly changing economic and regulatory conditions, the role of data scientists and actuaries has become increasingly important. In an interview with the Atidot data science and actuarial team, we discuss what it is like to work at an InsurTech, how data scientists and actuaries can collaborate, and look at some concrete technical examples of where the innovation is having an impact. This article explores what collaboration can look like and how the role of data science and actuary may evolve in the InsurTech industry in the future.

Description: Predictive Analytics and Machine Learning – Practical Applications for Actuarial Modeling (Nested Stochastic) – Addendum

Description: This article studies the syllabus as a dynamic, interactive teaching tool that informs and is informed by both solutions of complex course problems and student difficulties with these problems.

Description: Future mortality improvement has been a common assumption in life insurance and annuity pricing and forecasting for many years. However, experience over the last decade suggests this might be an assumption that merits reconsideration in the United States. This article will take a closer look at factors that impact mortality improvement trends and discuss why insurers may want to reevaluate product designs to better manage the associated mortality risk. We then introduce a product idea with this in mind, where premiums are based on a life expectancy index and insurers share the risk (and opportunity) or mortality improvement with policyholders.

Description: Review the ERM Case Study for Fall 2023.

Description: 2023 Questionnaire for Daniel S. Pribe

Description: 2023 Board Member Candidate Page for

Description: 2023 Questionnaire for Dave Dillon

Description: 2023 Board Member Candidate Page for Han Henry Chen

Description: 2023 Questionnaire for Ying Zhao

Description: August edition of the Catastrophe & Climate Newsletter.

Description: Review the CFESDM Solutions for Spring 2023.

Description: Review the QFIIRM Solutions for Spring 2023.

Description: Review the GHVRC Solutions for Spring 2023.

Description: Review the RETRPIRM Solutions for Spring 2023.

Description: Review the GHDP Solutions for Spring 2023.

Description: Review the QFIIRM Solutions for Spring 2023.

Description: Review the ERM Solutions for Spring 2023.

Description: Review the ILALAM Solutions for Spring 2023.

Description: Review the CFECD Solutions for Spring 2023.

Description: Review the QFIQF Solutions for Spring 2023.

Description: 2023 Section Ballot - Health

Description: Discover how to reacquaint professionalism with the actuarial science profession in this 75-minute webcast focused on the provision of dynamic standards that evolve with products and regulations. Listeners will learn about the future challenges in their ongoing work that professionalism skills will assist with. For actuaries in the US and Canada, come define ASOPS and professionalism entering 2023. This webcast will be interactive, providing several case studies with real life ethical issues where the audience will vote and discuss the appropriate course of action.

Description: Actuaries can leverage cluster modeling to reduce model runtime and cloud compute costs, which can be a real concern as companies transition from an on-premise grid to a scalable cloud solution. We consider practical considerations associated with clustering, through both US statutory and US GAAP lenses. Lastly, the results from a variable annuity liability clustering case study are presented.

Description: Framing Catastrophic Cyber Risk Expert Panel

Description: Market Volatility Risk in an Era of Extreme Events

Description: Actuary Dave Dillon describes his role volunteering his time as a teacher in higher education, including the rewards and challenges that teaching offers. He discusses the importance of being attentive to his audience’s pre-existing knowledge and adapting his presentations accordingly. His work as a teacher typically encompasses three distinct domains: 1) acquainting young students with the actuarial profession, 2) educating non-actuaries about public policy issues related to health insurance (including the Affordable Care Act), and 3) instructing current actuaries on advanced methodologies and principles within the field. Recently he taught a health insurance course for actuarial science graduate students at Georgia State University and lectured at Boise State University’s master's program in Population & Health Systems Management. In every teaching and mentoring opportunity, actuaries can contribute to the expansion and prosperity of the profession and are encouraged to pursue these endeavors.

Description: The Federal funds rate increased by 4.25% in 2022 with further increases in 2023, which have already resulted in a liquidity crisis for a few banks. As the rapid increase of the interest rates pushed the new money rates above the yields of many life insurers’ investment portfolios, insurance companies are facing a dilemma between compressed margins from peer pressure and the concern with liquidity shortfalls and realized capital losses should mass surrenders happen. This paper discussed main emerging risks under rising interest rate environment, and several ways to mitigate these risks.

Description: Spring 2023 Exam ILALAM

Description: Spring 2023 Exam CFESDM

Description: Spring 2023 Exam ERM Case Study

Description: Spring 2023 Exam GHVRC

Description: Spring 2023 Exam QFIPM

Description: The objective of this paper is to provide a practical guide with concrete case studies to help actuaries implement artificial intelligence and machine learning (AIML) to help accelerate the speed of analysis for life and annuity actuarial modeling. We do so by researching the existing literature regarding AIML and its applicability to stochastic modeling and exploring case studies.

Description: The global doubling of information content has been estimated to occur at a rate of every 12 hours, and conceivably faster. This ‘infowhelm’ is a double-edged sword for insurers. While maximization of the global knowledge base can fuel innovation, it can occur only in the context of reasonable cost for a higher benefit. The insurance industry – underwriters and actuaries in particular – are challenged to constantly examine new innovations that promise to raise confidence and protective value for insurability, within legal limits. This report aims to be the first of several to alert the SOA of promising innovations for the profession.

Description: LUMOS Consulting Storslysia’s Hazard Relocation Social Insurance Program

Description: An overview of guaranteed lifetime withdrawal benefits (GLWB) on registered index-linkedannuity (RILA) products and a stochastic analysis of market risks.

Description: Review the QFIPM Syllabus for Fall 2023.

Description: View the Fall 2023 Quantitative Finance And Investment—Quantitative Finance.

Description: Review the ERM Syllabus for Fall 2023.

Description: View the CFE - Strategic Decision Making Exam - Spring/Fall 2023.

Description: Review the ILALAM Syllabus for Fall 2023.

Description: Dovel Technologies started as a two-person company, and by the time we sold to Private Equity in late 2019, Dovel had more than 1,200 people on its payroll. In this article, the authors (and cofounders of Dovel) describe two concepts that helped Dovel grow that actuaries can apply to help grow their firms.

Description: Spring 2023 FSA Exam Book List

Description: The Society of Actuaries’ Committee on Finance Research is pleased to make available a research report covering the extent to which investment sectors have been contagiously affected by major disasters.

Description: The journey for microinsurance, nowadays called inclusive insurance, started a long time ago and is not complete in the majority of the low-income and low middle-income markets. When seeking to enhance inclusive insurance markets, it is useful and necessary to have a good understanding because it entails a different treatment of customers, distribution, products, pricing, client management, premium collection, claims declaration and settlement, and reporting.

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: With long duration targeted improvements in the U.S., and IFRS 17 in other countries, the insurance industry is currently undergoing the adoption of two of the most significant accounting changes in recent history. While the scale of these specific events are infrequent, change is the norm in the world of insurance and life of an actuary. We live in a dynamic environment that will continue to bring challenges in how companies make decisions in order maximize their value and return on capital. Capital management requires an ability for insurance companies to take corporate actions and understand the impact this will have on both the current and future available capital. Being able to make optimal decisions when the goal posts are subject to frequent and material shifts in accounting regulation is a difficult process. It requires holistic consideration of all tools available to manage capital and how KPIs can shift in their measurement under new regimes. By attending the session, you will: Discuss the challenges that companies have in managing capital in an ever evolving environment, what steps they have taken in managing the current scope of accounting change, and how they can be prepared for adjustments in the future.

Description: Oliver Wyman will share results from their recent Fixed and Index Annuity experience studies. Discuss fixed annuity dynamic lapse experience and learn about cross impacts of mortality and lapse on GLWB utilization. By attending the session, you will: - Understandg industry experience trends. - Comprehendindustry dynamic lapse experience for fixed and index annuity products. - Learn about areas of cross impacts of mortality, lapses and GLWB utilization.

Description: Discuss policyholder behaviors that evolve throughout the life cycle of a typical VA annuitant, with supporting data from industry-level experience studies during this interaction session. The following behavior assumptions and their implication under accounting/regulatory requirements will be covered: - Separate account/fixed account allocation and transfers - Deposits - Surrenders - Withdrawals - Income utilization - Mortality By attending the session, you will: - Identify policyholder behaviors that would transform at different stages of life cycle. - Understand key aspects of industry-level policyholder behavior experience. - Form a dynamic view in the assumption setting.

Description: Christine Hofbeck began her actuarial career in retirement consulting, but after a few decades, a few practice areas, a bestselling book and a stint on a reality television show, she found herself in the world of reinsurance. Reinsurance News talked with her to learn more about her background, her advice to other actuaries, and her outlook on the future of the profession.

Description: This Fast Facts document summarizes the Phase 2 Report of the Communicating Defined Benefit Risk project.

Description: Compound Weather Extremes/Cascading Events research proposal request 2023.

Description: View the ARCH Programs

Description: View the Portfolio Optimization with a Guaranteed Minimum Maturity Benefit and Risk-Adjusted Fees

Description: A Case Study on Climate Change Impact on Home Prices Utilizing Bayesian Network Qualitative to Quantitative Analysis.

Description: This project enhances the current understanding of cyber risks in the smart home ecosystem from the insurance industry's perspective. In particular, the quantitative framework and pricing strategies developed in this project can be immediately adopted/adapted by actuaries to price the cyber risks for smart homes, a fast-growing insurance market.

Description: The Society of Actuaries Research Institute’s Aging and Retirement Strategic Research Program is pleased to make available a report that explores stakeholder views in Minnesota on the efficacy of a public catastrophic long-term care insurance program at the state level.

Description: View the ERMINV Exam Solutions