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: 1998 SOA Spring Meeting, Maui. The panelists discussed the many factors involved with insurance company decisions on whether they are putting their money to work in a most prudent fashion. This session focused on the practical aspects of asset allocation.

Description: This article provides a brief overview of the current state of machine learning (ML) and artificial intelligence (AI) as they apply to actuarial science, including discussion around the integration of actuarial judgment with ML and AI. It concludes with an example of explainable ML through a python tool known as SHAP (SHapley Additive exPlanations), which is able to explain the key drivers behind individual ML or AI predictions.

Description: The article focuses on the policyholder tax considerations specific to various types of contracts sold by life insurance companies. When evaluating merger and acquisition or reinsurance transactions, buyers need to be aware of the product tax compliance (PTC) requirements and evaluate any associated risks

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: 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: 2002 Valuation Actuary Symposium, Lake Buena Vista, FL. Four key processes are critical to a merger and acquisition transaction: due diligence, negotiation, integration planning and implementation. The panelists discussed how these processes apply to transactions that involve the health area.

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: Many ERM programs fail to include an active step of actual risk treatment and are therefore rightfully characterized as Entertainment Systems. Real ERM will use risk assessment to drive decisions about risk acceptance and risk mitigation. Entertainment systems use risk assessment to create reports and to hold discussions. No actions are taken often because ERM is not empowered to do anything.

Description: This article is about the need for actuaries and technical professionals to develop critical leadership and other soft skills, and highlights the ways the SOA Leadership & Development section provides tools to develop those skills.