Description: Starting with a review of recent VA and FIA industry policyholder behavior experience, this session will explore several critical elements in developing a sustainable and coherent framework to translate this complex experience data to assumption models, particularly for guarantee features such as GLWBs. The discussion will include the use of industry- and company-level data in building customized predictive models, and integrating models across behaviors such as income utilization and surrenders.

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: In the speech, the presenter will share her insights based on three aspects: 1. Investment management is an important part of the whole process of risk management; 2. Methods and processes of asset allocation as well as risk management considerations; 3. The interaction between liability and asset is critical to risk management.

Description: The speaker hopes to share and exchange his own experience and thinking in enterprise management with colleagues in the industry, so as to better solve problems for the enterprise to enhance and expand the value of actuaries themselves.

Description: The presenters in this session will show attendees how to measure surplus risk for a corporate pension plan (or a pension plan where liabilities are valued on a current marked to market yield curve) in several different ways, understand the value of each of those methods, and use the results to make decisions on relevant corporate pension actions such as asset allocation and pension risk transfer. They will also compare LDI strategies between corporate and public pension plans.

Description: An Allstate–specific risk framework based on executive interviews and research conducted by the team.

Description: This presentation outlines one company's approach to enterprise risk management and how it is used to monitor and control operational risk.

Description: Basic feature engineering uses input data to create dummy variables, log transforms, and other single-value transformations. This talk builds upon these univariate transformations and presents several strategies for creating complex multivariate features that can enhance your model's lift. Topics such as target encoding, dimension reduction/projection, row/column, and other feature engineering topics will be covered.

Description: This speech shares the practical experience of platform construction in the actuarial practice work of Ping An People Life, at the same time, shares the development mode of the actuarial system combining online and offline, and summarizes and expounds the advantages and disadvantages of this mode.

Description: Life Insurers today are collecting huge volumes of text data though heterogeneous sources which if harnessed in a streamlined process can lead to enhanced decision making for pricing, product development, experience studies etc. This session would introduce the technical framework which can be used to derive insights from unstructured data like raw text.