Description: Article describing content and key takeaways from experience completing the SOA PA Certificate

Description: As actuaries, we’re trained to see patterns in numbers and to design solutions that mitigate risk. But I can tell you from experience that while quantitative analysis and modeling are critical actuarial tools, looking at the numbers alone can lead to insurance products that don’t succeed in the real world the way the math says they “should.” With new digital technologies, we have more data at our fingertips than ever before, but I believe it’s equally as important to bring qualitative research methodologies into your product development process if you want to design solutions that meet real needs in the market. In this article, Amanda Turcotte shares what happens when qualitative research is neglected or ignored, what happens when you incorporate it into the product design process, and how to implement qualitative research practices in your organization.

Description: While many know that machine learning is a big deal and even have a general idea of what it is, many do not know what machine learning can do for them. As an alternative to citing achievements or explaining algorithms, this article outlines the challenges that occur in statistics and the solutions that machine learning offers. Some of those challenges include correlated predictors, missing data, data interaction, and prediction intervals. Corresponding solutions include regularization technics, missing value imputation with KNN, tree based models, and cluster analysis for backtesting.

Description: Life insurance and annuity illustrations are an important part of the sales and ongoing policy maintenance process educating consumers on how the products could perform in a given set of circumstances. While candidates for Fellowship in the Society of Actuaries and even practicing actuaries may have a general knowledge of what they are and awareness of the regulations and applicable standards of actuarial practice, they may not know much about the intricacies of illustrations and illustration testing. The purpose of this project is to create a resource to improve actuarial practitioners’ understanding of illustrations. Additionally, this topic is not currently addressed in the exam curriculum. It is intended that selected sections of the report on this research would be suitable for inclusion in the Fellowship syllabus.

Description: This report examines lapse experience on individual disability income insurance products by various policyholder and product factors. The study can be used for industry benchmarking as well as for background information for product development and planning purposes.

Description: A look back over 20 years to see how product topics of the day have changed and remained the same.

Description: The SOA Committee on Living to 100 Research Symposia is pleased to present the following essays on recent old age mortality, mortality improvement trends and social issues on aging populations.

Description: GAAP's elimination of gross profit as a basis for amortization of deferred acquisition costs enables the accounting for reinsurance of universal life contracts to better reflect the economic protection provided by reinsurance. It also makes it easier to assess the effectiveness of different techniques. Building on the analysis of an earlier article, "A Fresh Look at Accounting for Reinsurance of Universal Life," this article presents a practical approach to estimating the ineffectiveness of several existing techniques at accounting for the economic protection provided by reinsurance. The article ends with a summary of what a company might do to improve the effectiveness of its reinsurance accounting.

Description: Climate risk modeling is taking center stage. With businesses increasingly expected to show how they assess, adapt to, and mitigate the risks of climate change, companies are asking: What is the right climate risk modeling approach for our business?

Description: The article discusses the use of the keyword strategy in teaching. The literature with a negative view of keywords is reviewed and responded to by advocating keywords with multiple meanings supplemented with relevant instructional guidance. Numerous examples are presented from the SOA preliminary exams. Additionally, advanced use of keywords to problems not having them are presented.