Description: The article describes the factors that should determine the asset allocation of an employer's QDIA, especially Target Date Funds, and suggests that in general QDIAs have insufficient equity in retirement asset allocations.

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: This article identifies why insurance innovations take so much effort and digs deeper into the underlying causes. It shows and explains the importance of taking an efficient, tactical, and intentional approach when innovating to avoid over-building and over-investing.

Description: Through this Call for Essays, the SOA seeks to gather perspectives, opinions and data on how to advance the state of effective tools, products, and strategies to assist individuals, financial advisers, employers and other stakeholders.

Description: A paper demonstrating how to obviate the need for market timing strategies in variable annuity products by judicious use of product design. The paper presents the premise behind the product design, provides numerical examples, then explores possible extensions of the concept to produce more sophisticated variable annuity plans based on guarantees of investment outcomes.

Description: This article takes a look at how defined benefit (DB) pension plan financials ended the third quarter of 2023 on a solid footing, improving the capacity to take meaningful de-risking actions; as DB plans look to de-risk at reasonable costs, they may find it beneficial to consider a broad range of investment options; and completing a core bond allocation with private credit and income-oriented alternative strategies can help achieve important savings over other frequently pursued de-risking approaches, without materially increasing the funded status volatility or downside risk

Description: The numerous restrictions as a result of the COVID-19 pandemic have certainly affected everyone and those measures may have consequences for our health. The article attempts to uncover possible links between COVID-19 and depression.

Description: Actuaries are leveraging predictive modeling and machine learning more and more as they strive to provide greater value to their stakeholders. Actuarial standards of practice provide guidance around modeling and data. The world has changed significantly over the last few years, so it is important these models be tested for fairness as well as any statistical biases. This article addresses some of the key issues actuaries need to be aware of as Corporations and society work through the responsible us of this technology and underlying data.

Description: Emerging technologies like GenAI will be more disruptive than past technological developments, such as spreadsheets, low-code data and dashboarding tools, and cloud computing. This article will explore how how we can lead ourselves, our teams, and our organizations to thrive within a defined modern value proposition, using one of two archetype roles: actuaries as business partners or actuaries as developers.

Description: This paper uses the ideal quasi-natural experiment of government-subsidized agricultural insurance program phased out in different regions of China since 2007 to study the effects and transmission mechanisms of the program on alleviating regional poverty using a multi-period Difference-in-Differences (DID) approach. Specifically, this paper identifies the causal effects on the incidence, depth and intensity of poverty among rural residents. The research has important policy implications. First, this paper uses the program as a case to provide a research paradigm to estimate effects of implementing policy instruments that combine markets and government mandates. Second, as common prosperity is now a government imperative, the research also provides insights into ways insurance can be used to hedge income risks, alleviate poverty and help achieve more equitable distribution. The paper has been published on WeChat account of Chinese Association of Actuaries on February 9, 2022. The full version has been published in CSSCI journal Insurance Research, issue 11, 2021.