Description: Python has become the fastest-growing major programming language in the world. It has surged in popularity over the last decade, following the development of its industry-leading capabilities in data science, machine learning and artificial intelligence, and it is now one of the most globally popular and widely used languages. In this article, I discuss some of the reasons for its popularity and explain why many actuaries and insurers have started using Python.

Description: Presents a step-by-step methodology for calculating confidence intervals for IBNR estimates derived using the Averaqe PMPM method. It is a companion article to the January 2023 Health Watch article presenting the Average PMPM method for generating point estimates of IBNR with zero claims runout.

Description: This paper applies the research in Prospect Theory of Kahneman and Tversky to explain why sales of annuities lag sales of life insurance products. The author theorizes that life insurance is easier to sell because customers perceive themselves to be in the domain of losses, while potential annuity customers perceive themselves to be in the domain of gains. Kahneman and Tversky showed us that people are mostly risk averse in the domain of gains and risk seeking in the domain of losses. Purchase of an annuity or life product is a risky investment. Customers will find it easier to take the risk in the life insurance domain of losses than the annuity domain of gains. The author then proposes a hybrid life annuity product that might address both mortality and longevity risk in one product that would allow both products to be more competitive than stand-alone products.

Description: A discussion on technology improvements in establishing compliance with sections 7702 and 7702A. The Internal Revenue Code defines life insurance using actuarial tests that limit the investment in a life insurance contract as compared to the death benefit. Inadvertant failures of the actuarial tests can be uncovered by testing in order to enable remediation.

Description: Defined benefit plans have been disappearing from the private sector retirement program landscape. 401k Plans that have taken their place are not designed to provide retiree lifetime income. Individuals seldom work for a single employer and thus have many retirement accounts spread about. This commentary discusses an alternative approach to providing retirement income a voluntary basis in a vehicle that is decoupled from employers.

Description: S&P Global released its initial version of proposed changes regarding its Insurer Risk-Based Capital Adequacy methodology and assumptions on Dec. 6th, 2021. Unlike prior guidance notes or criteria releases, the proposed changes comprehensively updated the current S&P rating criteria released in 2010. These updates would directly impact many insurers. S&P Global anticipates that 10 percent of existing ratings in the insurance sector would be impacted and the change would lead to more positive rating implications than negative impact. This article focuses on the proposed changes on the S&P risk-based capital (RBC) vs. the current model, then simulate impacts to a representative U.S. life insurer through an illustrative case study.

Description: July 2019 issue of Small Talk by the Smaller Insurance Company Section. Practical information for actuaries, trends that impact section, and section activities.

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.

Description: The article discusses the critical role of Financial Planning and Analysis (FP&A) within insurance companies, particularly amidst changes in accounting regimes like USGAAP Long-Duration Targeted Improvements (LDTI) and International Financial Reporting Standard (IFRS) 17 and implications of these changes on FP&A activities.

Description: This article highlights the findings of a recent SOA survey on accelerated underwriting (AU) practices, including the amount of AU business ceded, the results of three opinion questions, and an estimate of mortality slippage among AU programs.