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: 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: 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: 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: 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: ACA risk adjustment is intended to "bridge the gap" between allowed rates and actuarial rates. If risk adjustment methodology is not bridging that gap & becomes an additional input to pricing formulae, it is not serving its intended purpose.

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: The Society of Actuaries’ Committee on Finance Research and Joint Risk Management Section Research Committee are pleased to make available a research report developing a framework for quantifying and analyzing various forms of contractual designs.

Description: Actuaries can empower their understanding of policyholder behavior with third party data. Modeling policyholder behavior should start from developing knowledge of who they are, instead of actuaries assuming what a rational behavior should be.

Description: While our ability to access and analyze large quantities of data is better than ever, many long-term products suffer from sparse data in critical risk areas, such as deep in-the-money lapse experience and long-term utilization rates for income guarantees. The presenters will explore industry-level annuity experience data for these types of situations, and discuss quantitative approaches to addressing them in pricing and other applications.

Description: The hybrid Life/LTC and Life / Chronic Illness market is an exciting market that is in its relative infancy. There are many new companies that have just entered, or are considering entering, the hybrid market. Hybrid sales have grown tremendously over the past decade and are still going strong, with annual premium revenue estimated to be above $4 billion per year. The young issue ages for these products, relative to when LTC benefits are paid, means that the claim experience in the industry for these products is still very limited. Additionally, there are many moving parts to these products that present correlated risks and assumptions. The new entrants to the market, limited experience, and the interactions of risks create an environment equipped for vibrant discussions on the product structure, risks, assumptions, and considerations for modeling these hybrid products. The presenters would provide insight into each of these topics through a conceptual discussion, supported by observational data from case study projections and sensitivities.

Description: Papers: Multi-Population Longevity Models: A Spatial Random Field Approach– Nhan Huynh, Mike Ludkovski, Ph.D. - University of California at Santa Barbara, Howard Zail - Elucider, LLC. The Application of Affine Processes in Cohort Mortality Risk Models – Zhiping Huang, Michael Sherris, FSA, FIAA, FIA, Andres M. Villegas Ramirez, Ph.D., Jonathan Ziveyi, Ph.D. - UNSW Australia

Description: The session offers high-level initial steps to get started using R, as well as a list of helpful resources for both general data science and actuarial science with R. Attendees will learn about popular R packages to perform practical tasks such as importing, transforming and visualizing data, as well as packages commonly used by actuaries. You will also be introduced to the markdown package for creating reproducible and reusable analyses and workflows. By the end of the session, you will be familiar enough with using R and RStudio to begin incorporating these tools in your day-to-day work as an actuary

Description: The presenters will highlight differences in mortality that result from socioeconomic issues. Topics will include the differences in cause-specific mortality among different socioeconomic classes, trends in these gaps over time, and recommendations for reducing inequalities in life expectancy in the future.

Description: This session meets the needs of life insurance actuaries who are focused on experience studies, assumption setting, and/or product development. The presenters will use industry data to illustrate how policyholders react to product design, such as premium jumps in the PLT period and UL with high interest rate illustration, and trends in the life insurance market, including the introduction of smoking distinguished rates and the shift towards an increasing number of preferred underwriting classes.

Description: The presenters will address innovations in health and wellness designed to mitigate and/or manage mortality risk. The presenters will briefly review the latest research on the leading causes of death and share ways that life insurers and insurtech partnerships are using technology, customer engagement and scientific advances to enhance/extend the lives of policyholders. The presenters will draw from industry research and reinsurer studies and from the latest initiatives in health and wellness innovations.

Description: In this session, attendees will learn to model historical mortality rates and to forecast their possible future scenarios, using a freely available and well-tested toolkit written in open source R. The core of the toolkit is implemented in the R package StMoMo (https://CRAN.R-project.org/package=StMoMo) and enables a practitioner to derive best estimate and measurements of uncertainty using academically robust demographic and actuarial mortality projection models.

Description: The article highlights the key components of the PBR resource manual and analyze its implications for companies' assumption management practice.

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

Description: On October 30, 2015, the SOA Assumption Development and Governance Group, an informal discussion group consisting of nearly 200 interested actuaries with topics pertaining to actuarial assumption development and governance, organized an industry discussion call on end-to-end assumption documentation practices. The purpose of this call was to generate a large list of ideas for best-practice assumption documentation. More than thirty companies were represented in the call, including direct insurers, reinsurers and consulting firms. This article is the work product of the discussion written by Laurie Li and Alex Zaidlin.

Description: On October 30, 2015, the SOA Assumption Development and Governance Group, an informal discussion group consisting of nearly 200 interested actuaries with topics pertaining to actuarial assumption development and governance, organized an industry discussion call on end-to-end assumption documentation practices. The purpose of this call was to generate a large list of ideas for best-practice assumption documentation. More than thirty companies were represented in the call, including direct insurers, reinsurers and consulting firms. This article is the work product of the discussion written by Laurie Li and Alex Zaidlin.

Description: This session from the 2003 SOA Orlando Meeting presents medical advances, common diseases and the resulting trends for the future on longevity and morbidity risk, underwriting trends and measuring the impacts of the changes. From the Record of the Society of Actuaries, Volume 29, No. 3.

Description: This teaching session provides a summary of publicly available data and information sources for health actuaries. Several of the more useful resources are reviewed in detail. From the Record of the Society of Actuaries, Volume 28, No. 2, Session 15

Description: Using the Internet as a Pricing Tool clinical background information, defining the change in coverage, collecting data, data quality and data limitations. Issue No. 39.

Description: Table of Contents for 1995-96 Reports of Mortality, Morbidity and Other Experience

Description: This session discussion is health databases, outcomes research, treatment protocol development, ambulatory utilization, SOA Experience Committee activities, and responding to employer demands for data. From Record of Society of Actuaries Vol. 19, No. 1B.

Description: Table of Contents for 1993-94 Reports of Mortality, Morbidity and Other Experience

Description: Introduction to and list of reports presented in the 1993-94 Transactions Reports of Mortality, Morbidity and Other Experience.

Description: Presented at October 1985 Annual Meeting. This session focused on three projects funded by the Actuarial Education and Research Fund: risk models, operations research applications for actuaries and probability modeling of losses.

Description: This discussion from the 1983 SOA Hollywood, Florida Meeting presents an update for actuaries on U.S. Federal Statistics including GNP, economic accounts, measures of price change, the Federal Reserve, and the money supply. From Record of Society of Actuaries, Vol. 9, No. 4.

Description: This paper surveys the actuarial techniques connected with salary scale mathematics for the valuation of defined benefit pension plans. Followed by several discussion papers submitted