Description: The article discusses the critical role of Financial Planning and Analysis (FP&A) within insurance companies, particularly amidst changes in accounting regimes like USGAAP Long-Duration Targeted Improvements (LDTI) and International Financial Reporting Standard (IFRS) 17 and implications of these changes on FP&A activities.

Description: The article explores how integrating AI into insurer apps can address critical challenges in healthcare, such as patient no-shows, medication adherence, and cost management. These non-disruptive approaches aim to increase the effectiveness of patient interventions and improve medication adherence.

Description: This article delves into the transformative realm of Business Intelligence (BI) tools. We explore the fundamental functionality and structure of these tools, and through case studies illustrate how they offer valuable insights into carrier experience and underwriting dynamics. From real-time data visualization to in-depth data analysis, discover the essential features that empower businesses to make better informed decisions.

Description: In today’s market of post-pandemic consolidation and org chart streamlining, we’ve observed significant changes to actuarial career development and advancement opportunities. But, those changes aren’t occurring in equal measures across the arc of the actuarial career. Our focus is on the impact felt by experienced reinsurance actuaries.

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

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: View the Avoiding Unfair Bias in Insurance Applications of AI Models

Description: The paper demonstrates that the most popular rationalization for evolving glide paths is flawed and should be discarded. The paper also demonstrates that glide paths should generally evolve for investors that endeavor to optimize outcomes and reevaluate their portfolios regularly.

Description: The article describes the factors that should determine the asset allocation of an employer's QDIA, especially Target Date Funds, and suggests that in general QDIAs have insufficient equity in retirement asset allocations.

Description: In the United States, there has been much industry discussion of the challenges associated with a sustained low interest rate environment, which impacts both the asset and liability sides of the balance sheet in unfavorable ways. The intent of this article is not to focus on these strategic issues. Rather, we attempt to shine a spotlight on some of the modeling challenges that practicing actuaries may experience when incorporating negative interest rates into their models.

Description: A discussion on technology improvements in establishing compliance with sections 7702 and 7702A. The Internal Revenue Code defines life insurance using actuarial tests that limit the investment in a life insurance contract as compared to the death benefit. Inadvertant failures of the actuarial tests can be uncovered by testing in order to enable remediation.

Description: This article is the final installment of our three-part series on economic scenario generators (“ESGs”). Part I and II were published in the November 2019 and August 2020 issues of The Modeling Platform. Part III contextualizes the framework for selecting, building, and validating ESGs and focuses on the Academy Interest Rate Generator (“AIRG”), the most commonly used real-world ESG for US actuaries

Description: This is the final article in a five-part series about accounting for reinsurance under GAAP Targeted Improvements to the Accounting for Long-Duration Contracts (LDTI). It looks at some concerns that arise when new reinsurance is purchased to cover previously-issued contracts. The article describes what formal guidance is available. Where that guidance leaves off, the article presents practical solutions to achieving performance objectives.

Description: This issue of The Retirement Forum presents the four prize-winning papers from the Retirement 20/20 Call for Models for Public Pension Plans Contest, which was conducted in 2018, and includes commentary from reviewers of these papers and replies from the authors.

Description: This article describes Medicare Supplement and short-term care products in more detail, and we compare their risk profiles. We explore the concept that these two products—when offered together—may provide a complementary hedge of certain policyholder behavior risks.

Description: This article describes how to externalize code of Moody's Axis platform to Visual Studio, so that all the actuarial calculation code run through corporate DevOps pipeline. This article gives specific examples of the author has used in his job to accomplish automated model governance.

Description: This is the first in a series of articles about accounting for reinsurance under GAAP Targeted Improvements to the Accounting for Long-Duration Contracts (LDTI). It provides an introduction to the topic, giving an overview of what has and hasn't changed. Changes include a few that directly address reinsurance and others that indirectly result from changes to direct accounting and the existing ties between reinsurance and direct accounting.

Description: This article speculates on the presence and magnitude of the benefits attributable to regular rebalancing of one's investment portfolio. It surveys the extant literature, discusses certain implications, and presents conclusions.

Description: Read the April 2020 issue of Risk Management, published by the Joint Risk Management Section. Newsletters provide practical information for the working actuary, articles on trends that impact sections and news about section activities.

Description: Read the April 2020 issue of The Modeling Platform, published by the Modeling Section. Newsletters provide practical information for the working actuary, articles on trends that impact sections and news about section activities.

Description: Read the January 2020 issue of International News published by the International Section. Newsletters provide practical information for the working actuary, articles on trends that impact sections and news about section activities.

Description: The actuarial profession is at a tipping point and a combination of disruptive technologies and external pressures are creating a unique opportunity to move from results producer to insightful adviser. For a prudent but forward-looking professional, this is exciting and scary in equal measure. The ability to process large masses of business data to make more accurate calculations has become one of the most sought-after skills for leaders across all industries, including insurance.<br><br>The presenters will introduce current data technologies used to manage, process and visualize data. They will cover solutions like Microsoft BI, Tableau, Amazon Redshift, Hadoop, Alteryx, Python, etc. and their applications in data, process improvement, automation, reporting and predictive analytics. In particular, they will explore management reporting and how it leverages data analytics to help business leaders with strategic decisions making, how to evaluate the effectiveness of management reporting structures, drivers of change and ways to improve them, and proposed steps toward entrenching this dynamic and insightful approach to management reporting in which insurance leaders can have confidence.

Description: This session will discuss strategy and tactics for becoming good stewards of consumer/customer data. Topics will include various techniques, such as anonymization, pseudonymization, tokenization, and the merging of disparate, de-identified data sources.

Description: Read the November 2019 issue of The Modeling Platform, published by the Modeling Section. Newsletters provide practical information for the working actuary, articles on trends that impact sections and news about section activities.

Description: This article is the first installment of a three-part series that aims to provide an overview of ESGs and will focus on the general motivation for stochastic modeling, its advantages and its limitations. Future articles will further break down the key factors of ESGs and the application of these factors to better understand the Academy Interest Rate Generator (AIRG).

Description: Representing a large indexed annuity writer, the speakers will discuss the growth and evolution of the market for index annuity products. Moreover, the challenges that growth has introduced and how those challenges are being met. While much of the market consists of simple, accumulation-oriented S&P 500 based strategies with 0% return floors, a significant portion of industry sales come from more complex products with highly customized index strategies and other features, such as living benefit guarantees. Attendees will gain a broad understanding of the indexed annuity market, product and features, operational difficulties in risk management arising from product design, and how actuarial and hedge professionals are managing these issues.

Description: The NAIC has adopted revised VM-21 and AG43 for variable annuities, effective Jan. 1, 2020. The panel of presenters will provide background and an overview of the revisions, discuss detailed aspects of the new CTE Amount Standard Projection and prescribed assumptions, as well as discuss implementation considerations and the implications to hedging. In addition, the panelists will share progress on VM-23, principle-based reserves for non-variable annuities.

Description: Representing a large indexed annuity writer, the speakers will discuss the growth and evolution of the market for index annuity products. Moreover, the challenges that growth has introduced and how those challenges are being met. While much of the market consists of simple, accumulation-oriented S&P 500 based strategies with 0% return floors, a significant portion of industry sales come from more complex products with highly customized index strategies and other features, such as living benefit guarantees. Attendees will gain a broad understanding of the indexed annuity market, product and features, operational difficulties in risk management arising from product design, and how actuarial and hedge professionals are managing these issues.

Description: In this session, a company will share its experience on managing risks underlying the equity-linked insurance guarantees and what lessons were learned over these years as it adapted its strategies to suit the current market environment.

Description: An exploration of drivers, cohorts and dynamics for policyholder behavior for VA and FIA based on industry experience data, including changes in recent years and the emergence of long-term data in key areas. We will also discuss critical elements to developing a sustainable and coherent framework to translate this complex experience data into assumption models.

Description: The speakers will discuss the replication of long-term options, including a discussion of issues such as liquidity, transaction costs, slippage, impact of policyholder behavior, and machine learning algorithms to improve hedge effectiveness.

Description: The speaker will discuss the training of neural networks to compute future Greeks of liabilities (or options) without the use of nested stochastics.

Description: The proposed revisions to the variable annuity statutory framework and the FASB targeted improvement for long duration contract, motivate life insurance companies to re-evaluate their hedging strategy. Recently proposed revisions of AG 43/VM-21 and C3 Phase II, reward companies that have a clearly defined hedging strategy, if the companies can demonstrate that the valuation model and capital model can estimate real hedge performance accurately. The speakers of this session will discuss the hedging implication of the proposed AG 43/VM-21 and C3 Phase II framework. Additionally, methodology computational requirements, back-testing results under different economic scenarios and the resulting hedge credits of different hedging strategies will be compared, including explicit dynamic hedge and implicit dynamic hedge. The speakers will also touch on the impact of rebalance frequency on the performance of dynamic hedge. Case studies will be presented to provide guidance on practical implementation.

Description: As any international traveler who has tried to plug in an electronic device knows, the human race is great at devising many different ways to accomplish the same task. Predictive modeling is no different. Data scientists can choose from a wide variety of languages to prepare data, fit models, and verify results. The Rosetta Stone, which showed writing composed in three languages side by side, was instrumental in translating unfamiliar Egyptian hieroglyphics into the more common Greek language. This presentation follows a similar approach by showing the same predictive model implemented in the following languages: R, Python, Spark, MatLab, and SAS. Participants will compare and contrast each of these languages and, by doing so, build a greater understanding of those languages less familiar to them.

Description: What pain points of customer experiences those startup companies address? How did they address? How they compete with bigger insurers? Their vision of future insurance

Description: This seminar is designed to give life and annuity practitioners an in-depth view of the important topics and fundamentals of reinsurance, from the perspective of a U.S. life insurance company. Reinsurance industry experts will present on the various types of reinsurance, contract issues, financial implications and other considerations. Attendees will leave this seminar with a stronger understanding of life and annuity reinsurance, and current topics. Keep in mind this seminar is designed for participants with a moderate level of experience. Educational Objectives • Provide attendees with a stronger understanding of life and annuity reinsurance, and current topics • Give attendees an in-depth view of important topics and fundamentals of reinsurance

Description: The arrival of ASU 2018-12 (a.k.a Targeted Improvements to the Accounting for Long-Duration Contracts or GAAP Targeted Improvements) presents insurers with augmented financial reporting risk across all areas of the valuation process. Naturally, the internal control frameworks that serve to mitigate these risks must evolve and expand. Valuation actuaries should view this transformative event as an opportunity to take an active role in developing new and improved controls that are both effective and sustainable.

Description: The key tasks of credit risk capital project under CROSS II mainly focus onL(1 )Adjustment of measurement framework; (2) Calibration of risk factors, including both credit spread risk and credit default risk;3)Introduction of concentration risk measurement; (4) Higher requirement on look-through rule.

Description: Learn industry best practices including challenges faced by retirees, such as needing exposure to growth, most exposed to sequencing risk, and the need for smooth returns to avoid poor investor behavior caused by risk aversion. Other topics will include how to set investment objectives which consider the members’ real-world needs and how to build portfolios and implement risk management strategies to meet those objectives. The speaker will provide real-life examples/case studies.

Description: Applying Predictive Analytics for Insurance Assumptions Setting: high level principles.

Description: Managed strategies as underlying investments in VA/FIA products have seen spectacular growth since the financial crisis. The speakers of these sessions will share their views on the development of this market and what is expected to unfold over the next 12 months in regard to the next generation of products and fund-based strategies.

Description: Reinsurance has been available for VA Guarantees for over 20 years. During that time, the reinsurance market for VA Guarantees has undergone frequent and sometimes violent transformations. Where does the market stand today? What forms and structures of reinsurance are available? Which VA Guarantee designs and features are easier to reinsure? Is reinsurance offered on both newly issued policies as well as in force/legacy books, and which vintages are difficult to reinsure? In an age of sophisticated hedging programs, what role does a reinsurer play in helping a VA writer manage this highly volatile risk? In this session, we will hear from a reinsurer that is actively writing new VA Guarantee reinsurance treaties in the U.S. and around the world, and from a VA writer that has successfully partnered with a reinsurer to enhance its VA product offering.

Description: This session will provide an overview of the evolution of equity-based guarantees (e.g. VA, FIA, etc.) over the last few years and discuss the current lay of the land as it relates to the regulatory, issues, capital markets (e.g. Department of Labor, Dodd-Frank) environment in which these products are offered.

Description: The presentation will outline the different possibilities insurance companies have to hedge their equity risk for the various products.

Description: The speaker of this session will provide a bottom up analysis and categorization of the $200 billion of volatility control funds related investments while recapping volatility control fund trading around volatility spikes (including Aug. 2015 and June 2016). The assessment of potential market impact of the volatility control funds’ rebalancing activity will also be discussed.

Description: The speaker of this session will discuss some common difficulties one encounters when dealing with exotic equity linked derivatives. In particular, a study of a Monthly Sum Cap (MSC) will be presented. Pricing issues, along with dynamic hedging, as well as projections of MSC into the future will also be discussed. Time permitting, some aspects of historical performance will also be addressed

Description: Mr. Rallis will discuss trends in the market for risk transfer of defined benefit plans in the US. He will also address implications of increasing longevity.

Description: The February/March 2016 edition of The Actuary magazine—the Society of Actuaries’ flagship publication.

Description: The October/November 2015 edition of The Actuary magazine—the Society of Actuaries’ flagship publication.

Description: Complete issue of the August 2014 Risk Management newsletter.

Description: The August/September 2014 edition of The Actuary magazine—the Society of Actuaries’ flagship publication.

Description: This article discusses the concept of All models are wrong but some are useful.

Description: The February/March 2014 edition of The Actuary magazine—the Society of Actuaries’ flagship publication.

Description: The December 2013/January 2014 edition of The Actuary magazine—the Society of Actuaries’ flagship publication.

Description: The April/May 2013 edition of The Actuary magazine—the Society of Actuaries’ flagship publication.

Description: 2011 Enterprise Risk Management Symposium, Chicago. This study investigates whether simulation-based models can be used to predict liquidity risk for banks, which must comply with Basel III by January 2015. The paper looks at the process of developing a measurement framework using Black-Scholes and Merton’s asset-based models to measure liquidity risk.

Description: 2011 Enterprise Risk Management Symposium, Chicago. This paper starts by defining and discussing the nature of risk and its primary relationship to capital preservation. The paper then continues with a guide for implementing a company’s risk appetite statement for a variable annuity product.

Description: 2011 Enterprise Risk Management Symposium, Chicago. This paper explores cognitive and behavioral theories that can be applied to explain why emerging risk is often overlooked, downplayed or ignored. It also proposes an innovative framework for managing emerging risk within an overall enterprise risk management program.

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: Article discussing methods to manage conflict in the workplace or elsewhere.

Description: Discussion of the dangers of a product development process which places too much emphasis on the mathematical contribution of actuaries to the process.

Description: This paper looks at the problem of valuing and managing the ALM risks associated with insurance liabilities that are too long to be matched by available investments. Two options were explored and the paper concludes by arguing that the Static Control Model leads to more useful ALM strategies for long liabilities.

Description: This paper provides a new insight to the previous work of Briys and de Varenne [1994], Grosen and Jørgensen [2002] and Chen and Suchanecki [2007]. It shows that if an insurance company follows a risk management strategy, it can significantly change the risk exposure of the company, and that it should thus be taken into account by the regulators.

Description: In this article, the author presents a case for using a Risk Return On Capital approach as a way to integrate desirable properties of the Economic Value Added approach and the Return On Risk-Adjusted Capital approach. The EVA approach has a shortcoming in that is does not reflect rating agency capital. The RORAC is computed as the ratio of expected total underwriting return to allocated risk capital, and represents the expected return for both benign and potentially consumptive usage of capital. The RROC approach measures returns after reflecting the mean rental cost of rating agency capital. Returns that are a reward for exposing capital to risk of loss are measured after reflecting the cost of carrying capital to support premium written and loss reserves.

Description: The objective of this presentation was to evaluate the different pricing techniques as to their effectiveness in capturing and quantifying the varied risks associated with the sale and administration of life insurance and annuity products. The results of a 2002 company survey about pricing were presented in support of this objective.

Description: This session provides an exploration of the asset side as presenters discuss appropriate investment policies for LTC and asset/liability matching. From the Record of the Society of Actuaries, Volume 27, No. 1, Session 116

Description: This session discusses offering disability insurance over the internet with respect to product design, marketing opportunities and technology issues. From the Record of the Society of Actuaries, Volume 27, No. 1, Session 25

Description: Panelists discussed the implications of the growing trend in Canada toward demutualization of mutual companies into stock companies. Topics covered include: 1. The Canadian demutualization process and some interesting differences between companies and across borders. 2. How is eligibility determined? 3. What process is being used to determine allocation of shareholder value? 4. What mechanisms are in place to protect policyholders&#39; reasonable expectations? 5. What internal and financial structural changes are driven by demutualization? 6. How financial markets assess stock value for companies operating internationally.

Description: Presenters examined the importance of good data management in the current competitive marketplace. Analysis of your data can be split into three components: 1. Are you getting the quality and timely data? 2. Are you able to process it? 3. Are you able to use the information?