Description: From a session at the 2001 Valuation Actuary Symposium, held in Lake Buena Vista, Florida, November 29-30, 2001 Teaching session covering the development of realistic liability models for use in asset adequacy analysis, asset/liability management, pricing/repricing, financial reporting or other corporate purposes. The primary focus is modeling issues for variable product features, such as minimum living or death benefit guarantees on both variable life and annuities, annuity death benefit enhancements, and variable immediate annuities. Topics include: • Analysis of the special risks posed by these products • Selecting realistic dynamic assumptions • Techniques used in modeling these products • Scenario testing and result presentation to best communicate risks

Description: 1994 SOA Spring Meeting, San Francisco. In this session about annuities, topics discussed included product design, regulatory, marketplace, compensation, and pricing issues.

Description: An overview of the evolution of equity-based guarantees (e.g. VA, FIA, etc.) over the last few years and discussion the current lay of the land as it relates to the regulatory, issues, capital markets environment in which these products are offered.

Description: Variable Annuity DAC: A Survey of Current Practice by Laura J. Hay and Elizabeth Rogalin from The Financial Reporter, December 2002, Issue No. 51. Examines the DAC calculation for Variable Annuities and the possible write down of DAC under revised assumptions.

Description: This is a book review of The Variable Annuity, which the author recommends for a history and current status of this market. The book comments on the effect of variable annuities on stock prices.

Description: Discusses the problem with the computation of tax reserves for VA contracts with Guaranteed Living Benefit riders that were issued prior to December 31, 2009.

Description: This is a report on the PBITT Working Group's fourth survey to gather the assumptions actuaries use in pricing, reserving, and risk management of minimum guarantees on Variable Annuity products, such as death benefits, income benefits, withdrawal benefits and maturity benefits.

Description: Important tools used in property & casualty P&C insurance—predictive modeling and data mining—can be applied to more effectively model policyholder behavior risks in variable annuity VA contracts. In this article, a case study is used to demonstrate how a predictive modeling approach can improve upon traditional methods used to model VA lapse behavior.

Description: The article summarizes several recent private letter rulings from the IRS addressing the "investor control" doctrine in the context of funds of funds.

Description: Regulatory change and increased focus on internal risk management are driving a renewed interest in model efficiency. In this session, we will review several new and existing tools, that show significant promise for advanced modeling of equity linked products. These include: • Clustering • Use of unique--and potentially a different number of--scenarios for each policy • Semi Monte Carlo (SMC) – this is a proprietary technique that is similar to a combination of Monte Carlo and numeric integration • Using a neural network approach to optimize some of the more complex and manual aspects of clustering and improve the fit of the clustered model • Combining SMC with the use of unique scenarios per policy