Description: Review the fall 2019 case study for the Enterprise Risk Management Exam.

Description: The SOA's Aging & Retirement Strategic Research Program and Financial Finesse are pleased to make available a series of briefs focused on retirement literacy issues. The Retirement Planning Tools brief provides a resource for better understanding retirement tools.

Description: Career changes typically follow a major milestone—a promotion, a job offer, a new degree, maybe a cross-country move. For Patrick Getzen, exposure to some new perspectives ignited a shift.

Description: Wavelet models are used to analyze risk by time and frequency and provide richer information than time series models.

Description: In this report, we will try to provide an in-depth review of current Machine Learning and Deep Learning models and will explain how those models works and their possible applications in the actuarial field. The recent studies and successes from the industry will also be discussed. We intend to bring more actuaries onboard about those technologies and start to think about how to bring them into our daily work.

Description: Critical Illness Insurance is one of the fastest growing insurance products available today. Carriers continue to introduce innovative approaches in second, third, and fourth generation products while refining their pricing, underwriting, and claims adjudication processes. This session will look back at historical trends using Gen Re's longstanding, comprehensive Critical Illness Market Survey, and look forward to potential market changes to occur in the next 18 months.

Description: Fact sheet about the monograph on Managing the Impact of Long-Term Care Needs and Expenses on Retirement Security.

Description: July 2019 issue of The Stepping Stone by Leadership & Development Section. practical information for actuaries, trends that impact section, section activities.

Description: View the 2019 President-Elect Candidate page for Jim Toole for the 2019 SOA Elections.

Description: View the 2019 Section Election Candidates - INTERNATIONAL.

Description: View the 2019 Section Election Candidates - ACTUARY OF THE FUTURE.

Description: View the 2019 Section Election Candidates - HEALTH.

Description: View the 2019 Section Election Candidates - FINANCIAL REPORTING.

Description: View the 2019 Section Election Candidates - Modeling.

Description: View the Candidate Questionnaire for William B. Fornia for the 2019 SOA Elections.

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: Underwriting is one of several areas in the insurance industry being impacted by insurtech. In this session, we will hear from experienced experts in underwriting transformation. Digitization, machine learning and other approaches are among topics to be discussed.

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: Actuarial modeling has gone through several distinct phases largely defined by the underlying technology platform. Today, cloud computing is again redefining the technology foundations of actuarial modeling and related processes.

Description: Read 2019 Elected Board Member candidate Xu (Vincent) Xuan's Questionnaire.

Description: View the Scenario Modeling Module Track Objectives.

Description: This report introduces actuaries and risk managers in the insurance and pension industries to current literature discussing growth rates in the past and future expectations.

Description: Read the Joint Risk Management Section, Issue 44, May 2019 in french.

Description: The Smaller Insurance Company Section, the Committee on Life Insurance Research and the Product Development Section announce the release of a new report on the impact mortality credibility has on principle-based reserves.

Description: The last three decades have witnessed an important rise in number of people with diabetes in Asia, especially Type 2 Diabetes. Like no other common condition, numerous innovations are currently entering the healthcare system that will soon have a significant impact on management of the condition. This presentation explores the role played by sensors/wearables, artificial intelligence, new drugs and diabetes apps. We assess the realistic potential of such advancements and give an outlook on medium-term pricing and product development.

Description: Maintaining solid financial performance is a KPI for senior management. With the advancement of technology, the management can leverage new techniques to improve their decision making and focus on higher value activities in a timely manner. This presentation sets out the use of 1. correlation analysis to draw relationship between financial metrics and 2. smart analytics techniques, including text mining and analytics, to identify trends and drivers that impact the valuation of a company. We will also assess how the results of a comprehensive financial analysis could influence risk management considerations, including business steering and risk strategy.

Description: Feature article discussing the usefulness of Lorenz and Lift curves.

Description: There is a growing amount of “off-balance sheet” talent in the US and Global workforce. This spans from consultants and contractors, to gig workers and the crowd (both curated crowd and open crowd). One such example is Uber and Lyft workers. Insurance companies and the Actuarial profession have started to experiment with platforms such as Kaggle and this will continue to grow and evolve. This article explores these new sources of talent for companies, the implications to the actuarial function, benefits and challenges of the evolving workforce.

Description: Read the April 2019 issue of Predictive Analytics & Futurism published by the Predictive Analytics & Futurism Section of the Society of Actuaries.

Description: Insight on SOA research.

Description: Summary of recent surveys to life actuaries regarding assumptions surrounding policyholder behavior in the tail for universal life with secondary guarantees and minimum guarantees on variable annuities. This information is intended to examine and ultimately give guidance to actuaries on how to set policyholder assumptions in extreme scenarios.

Description: Read the Joint Risk Management Section, Issue 44, May 2019.

Description: As sponsored by the Canadian Institute of Actuaries (CIA), Casualty Actuarial Society (CAS), and Society of Actuaries (SOA), the study looks at causes of insolvency and decisions made by management, regulators, and policyholders over the life cycle of the insolvency. Further, this study considers ways the profession can be equipped to prevent or mitigate future insolvencies. In addition to directly benefitting the profession, the work is also intended to assist other insurance industry practitioners in understanding the complexities of insurance company solvency and the benefit of keeping the actuarial profession in the forefront of company management, operations, and regulatory communication

Description: The academy generator is now a staple for actuarial practice. Initially confined to regulatory reserving, increasingly companies are using the AAA/SoA generator for a wider and wider range of applications which in some cases may be at the limits of what it was designed for. How is the AAA/SoA generator being applied in reserving, risk management and variable annuity lines of business? What are some of the challenges actuaries face in using this framework and what are the options for addressing them.

Description: Hear an update on the Product Development Section's initiatives over the past year while enjoying a hot breakfast.

Description: Multiple perspectives will be provided on the factors that are driving global interest rates in today's economic environment. Presenters will discuss the historical evolution of interest rates in developed markets, the shifting landscape in the current environment and what savers (particularly insurers and annuity providers) can do with this information. There will also be some discussion on the general macroeconomic environment and credit condition

Description: The Financial Accounting Standards Board (FASB) recently introduced the Target Improvements for Long-Duration insurance Contracts (ASU 2018-12), including creation of the market risk benefits product category. The presenters will review and summarize the FASB target improvements and discuss its impact on variable annuities and fixed indexed annuity in-force management and product development.

Description: View the 2020 Retirement Industry Conference Conference Program.

Description: A new wave of life insurance buyers is finally here - but are we ready? In this article, Richard De Sousa shares proprietary research about the Millenial generation, its beliefs related to life insurance, and its preferences when it comes to learning about, purchasing, and engaging with life insurance products, advisors and companies. Also explored is the foundational role that technology and wellness play in driving the kind of experience that will attract millenial buyers. After reading this article, you will better understand the characteristics of this new generation as well as the innovative companies that are targeting them, and learn about different and novel ways to better engage with customers and enhance the value of your own products and services.

Description: View the Fall 2019 Enterprise Risk Management Introductory Study Note.

Description: View the Fall 2019 Group and Health—Finance and Valuation–Canada Introductory Study Note.

Description: Read the May 2019 edition of NewsDirect published by the Marketing and Distribution Section of the Society of Actuaries.

Description: "The always popular Medicaid Hot Topics session is back with discussions from an expert panelist on the most riveting Medicaid topics of the year. These could include the following: • ACA court battles - what are the potential impacts on Medicaid? • CMS continues to open the door for state flexibility - just what can states now do differently?• Where are we on Medicaid work requirements? • How will the changes to the mega-rule impact Medicaid?• High cost drugs and how states are sharing risk for them (carve-out, risk pools, risk sharing)• And more current topics of interest to Medicaid actuaries!Medicaid is dynamic and it is difficult to stay up to date on all of the changes. This session provides insightful discussion into the major changes that impact actuaries and their companies or state clients"

Description: While there are many approaches currently being taken to transform health care, to be successful, we know that leading and planning for quality improvement is a science. Data is the common denominator as healthcare organizations establish best-practices, and ultimately overcome unintended variation through strong analytic systems. Health care leaders require specialized data analysis education and training to hone their skills in understanding and managing clinical variation. The problem with unexplained variation in healthcare is that it negatively impacts clinical outcomes, increases the cost of care, and diminishes value for patients. In this session, Dr. Ted James (BIDMC and Harvard Medical School Faculty) will explain how actuaries can offer practical solutions that provide insights into variations in clinical practice that cannot be explained by differences in medical conditions or patient preferences.

Description: US pharmacy prices have entered a new era of growth driven by Specialty medications. A bevy of state and national regulations have been proposed to address pharmacy pricing, industry structure and transparency.Health actuaries will learn about US pharmacy pricing structure and how proposed legislation could affect future costs. Actuaries that have responsibility for pharmacy rate/budget setting, RFPs or trend projection will benefit from a deeper understanding of the US pharmacy market landscape and gain an international perspective.

Description: "Visual storytelling is frequently used to effectively convey complex actuarial concepts to our clients and other audiences. When talking about data visualization, we often focus on the explanatory aspect. But data visualization is also a crucial tool in developing insights from large and complex data sets at every stage of data analytics spectrum: • descriptive (what happened?), • diagnostic (why it happened?), • predictive (what will happen?), • and prescriptive (how do I influence what will happen?). In exploratory and modeling stages of data analytics’ project, we let the data tell the story or explore our intuition and hypothesis through data pictures. We demonstrate the power of visual display in healthcare data analytics through vivid examples from the healthcare case studies. These illustrations of data visualization exploratory power range from assessing the quality of data or examining outliers, to exploring variables’ relationships and trends, to hypothesis testing, to guiding in feature selection and models’ comparison and evaluation, to model validation. Throughout these illustrations, we will discuss principles of graphical effectiveness, excellence and integrity."

Description: This literature review provides insights on emerging technologies that interact with the actuarial profession within the space of microinsurance for the purpose of establishing a frame of reference for actuaries to use in their work. Furthermore, it intends to spark readers’ interest in, and create a vision for, how microinsurance and its associated technologies may impact the actuarial industry in the future.

Description: Read the April 2019 issue of CompAct, published by the Technology Section of the Society of Actuaries.

Description: Global megatrends in technology are disrupting the life insurance industry.

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

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

Description: These essays focus on unknown known where we have data but the future looks different from the past.

Description: Accelerated underwriting is changing the world of consumer engagement. The newness and overhaul of these programs creates challenges for development, coordination and management. This seminar will take attendees through how the market is developing, the major pricing, underwriting, and marketing considerations, and what regulators are considering with regard to these programs. At the conclusion of this seminar, attendees will: • Discuss trends in accelerated underwriting • Understand the issues that arise when developing an accelerated underwriting program • Understand best practices in developing an accelerated underwriting program • Explain the impact of accelerated underwriting on underwriting, pricing, marketing and compliance

Description: Through much of the Baby Boomer generation's working lifetime, retirement planning focused on asset accumulation. Strategies like Dollar-Cost Averaging and Asset Diversification became well understood by nearly everyone in the retirement industry. As those assets move into the payout phase (post retirement), the appropriateness of those strategies becomes less clear. Presenters will aim to exhibit and explain how and why adding a Single Premium Immediate Annuity (SPIA) or Deferred Income Annuity (DIA) to a retirement portfolio can help to minimize a retiree's chance of outliving his or her income, and why sellers of annuities should focus more heavily on these product offerings. At the conclusion of the session, attendees will be able to - Identify the reasons why effective asset accumulation strategies may be ineffective in the decumulation phase of retirement - Evaluate the benefit of using at least a portion of accumulated retirement assets to purchase a fixed income stream that the annuitant is guaranteed not to outlive - Explain the benefits of a SPIA/DIA focus to other industry practitioners

Description: The presenters will explore policyholder experience data for long-term products, risks of over-fitting data in developing behavioral models, and ways to mitigate these risks and develop a sustainable and coherent framework to translate complex policyholder behavior experience data to behavioral models using company- and industry-level data. At the conclusion of the session, attendees will be able to: - Identify key drivers of policyholder behavior for long-term product - Understand the risks of over-fitting data and a false sense of precision in developing behavioral mode - Understand techniques that can be used to mitigate these risk

Description: The presenters at this session will provide an overview of recent developments in statutory valuation, U.S . GAAP and regulatory capital issues pertaining to life and annuity products as well as IFRS and the global insurance capital standard.

Description: With advancement of computing technology and innovative product design, creating dependent and nested stochastic scenarios to accurately predict insurance business has become more feasible and affordable than it used to be. However, can technology and research be accessible, applicable and beneficial to all the stakeholders? Sharing research findings and its validation tools has been our interest and focus, and even a resource-saving strategy. The presenters will share a case study on a segregated fund with hedging strategy. We investigate the reserve calculation for its GMMB in an extensive but simplified stochastic model so that our method is adoptable, applicable and extendable to real-word segregated fund/separate account model. The segregated fund model theory and implementation will be presented and its cash flows will be simulated and analyzed for reserve calculation. Varying parameter assumptions will be tested and to be modified for real-world segregated fund with hedging risk for guaranteed benefits. At the conclusion of the session, attendees will gain basic understanding of and access to: - The option pricing model and its application to the segregated fund (variable annuity's separate account) guarantee - Stochastic scenario generators for the interest rates and equity returns - R-code to program from the scenarios simulations to cash flows of hedging errors - Reserve calculations and its sensitivity to various parameter values and - Comparison of methods to increasing efficiency level and the accuracy

Description: Predictive models can improve the traditional actuarial assumption-setting process. Data science techniques can provide deeper insights into experience through their ability to identify key drivers, rank importance and account for interactions. The presenters will cover ways in which companies can utilize predictive analytics to set assumptions, including the various methods available and practical approaches for implementation. They will also discuss the advantages and challenges of using predictive models for setting assumptions for life, annuity and disability products.

Description: View the Corporate Finance And Enterprise Risk Management (CFE) Course Overview Study Note For The Foundations Of CFE Exam.

Description: Syllabi for SOA's Fall 2019 adminstration of GH - Finance & Valuation Canada Exam .

Description: View the QFI – Quantitative Finance Exam Syllabi.

Description: Syllabi for SOA's Fall 2019 adminstration of ERM - Enterprise Risk Management Exam

Description: View the Fall 2019 QFI – Investment Risk Management Exam Syllabi.

Description: Study note for Fall 2019 Foundations of Corporate Finance and ERM exam.

Description: View the Fall 2019 Exam: Quantitative Finance and Investment—Investment Risk Management Syllabi.

Description: Syllabi for SOA's Fall 2019 adminstration of QFI - Portfolio Management Exam

Description: This research examines the intersection of US insurance ratemaking and analytics techniques in advanced modern rating systems and associated regulatory considerations in the US.

Description: The Canadian Institute of Actuaries and Society of Actuaries Committee on Life Insurance Research, the Product Development Section and the Financial Reporting Section, sponsored this study investigating how the Canadian life insurance industry is utilizing predictive modelling.

Description: Research material that developed a Liability-Driven Investment (LDI) benchmark framework.

Description: Full issue of The Modeling Platform

Description: This article discusses important implications of the upcoming Long-Duration Targeted Improvements (LDTI) accounting change for the modeling actuary. We discuss the modeling implications of new GAAP standards for Market Risk Benefit (MRB), including identification of MRBs, implementation of fair valuation in actuarial systems and retroactive determination of at-issue valuation inputs for transition. We also examine the modeling implications of the other aspects of the accounting change, including Liability for Future Policy Benefit (LFPB), Deferred Acquisition Cost (DAC), and other transition and disclosure requirements

Description: Summary of the modeling-related sessions from some of the major 2018 Society of Actuaries (SOA) meetings: Life & Annuity Symposium, Health Meeting and the Valuation Actuary Symposium.

Description: 2019 Student Research Case Study Challenge submission from Drake.

Description: The Society of Actuaries Research Expanding Boundaries Pool, the Committee on Life Insurance Research, the Product Development Section and Committee on Knowledge Extension Research commissioned Ernst & Young LLP (EY) to prepare a literature review based on the material presented at the six symposia. The review provides an overview of the technical material related to data sources, validation techniques and methodologies used by leading practitioners to develop mortality rate estimates for past, present and future periods. It also presents discussions regarding business, policy and social implications of increasing longevity.