Description: This research assesses the evolution of life insurers’ Actuarial Transformation efforts and the future outlook, with a focus on emerging Advanced Analytics techniques.

Description: Hardly a day goes by without a feature story about the latest reverberation from the expanding use of Artificial Intelligence/Large Language Models (tools) in a variety of settings. The pace of use (and misuse) of these tools, such as ChatGPT and Bard, has been explosive and shows no sign of abating. Many experts would argue we are on the cusp of a permanent paradigm shift in teaching/academics and overall application of technology. With these issues in mind, the Society of Actuaries (SOA) Research Institute’s Aging and Retirement program is interested in an exploration of this topic from a variety of perspectives. The result of this effort is intended to provide a useful resource for readers to become well-grounded on the issues surrounding the impact of these tools in a retirement context and set the stage for future research.

Description: Society of Actuaries (SOA) Research Institute’s Committee on Finance Research (CFR) and SOA Investment Section are interested in an exploration of the impact of Artificial Intelligence on investment professionals from a variety of perspectives. The result of this effort is intended to provide a useful resource for readers to become well-grounded on the issues surrounding the impact of these tools in an investment context and set the stage for future research.

Description: CMS provides ACOs with monthly claims data for members, including their medical visits and ACO program eligibility. This data can be divided into Membership and Claims tables through the ETL process. However, when calculating PMPY at specific levels of detail using these tables, issues arise due to unrelated dimensions, leading to inaccurate and understated results. This article presents a solution to this problem by utilizing Tableau's data blending capabilities.

Description: The global doubling of information content has been estimated to occur at a rate of every 12 hours, and conceivably faster. This ‘infowhelm’ is a double-edged sword for insurers. While maximization of the global knowledge base can fuel innovation, it can occur only in the context of reasonable cost for a higher benefit. The insurance industry – underwriters and actuaries in particular – are challenged to constantly examine new innovations that promise to raise confidence and protective value for insurability, within legal limits. This report aims to be the first of several to alert the SOA of promising innovations for the profession.

Description: The barrier between humans and machines continues to blur, but curiously, this may have been prediction thousands of years ago in ancient myths. This article looks to how some of the early legends are becoming manifest in modern technology, particularly in the area of elder care. From automation, to humanoid assistants, to mind clones will the age of technology bring a new utopia?

Description: To help familiarize actuaries in industry with statistical methods for imputing or modeling race and ethnicity in the U.S., the Institute’s Diversity, Equity and Inclusion Strategic Research Program is seeking a researcher to outline the various methods, including their strengths and weaknesses. The project intent is a methodology review rather than original thinking. The review should assume that the user will be working with structured datasets in an insurance context, for example, data associated with an in-force life or health insurance product.

Description: Increasing cyber incidents and emergent characteristics of cyber threats have become significant concerns for organizations, governments, and the insurance sector. The growing cyber risks, whether catastrophic risks that an entire town, country, or even world may face due to cyber-attacks, or smaller scale cyber risks such as right where you live with smart home technology, can impact technological infrastructure, public health and safety, economic security, and even political stability. The SOA Research Institute has been conducting several research projects in the area of cyber security risks and the impact of those on insurance companies. Discover these research projects meant to inform actuaries of the ways in which risks can be incorporated into their models, product design, and risk management frameworks. Also, explore research reports that explore new technologies and the development of tools which can aid both practitioners as well as other researchers.

Description: Innovation in technology has disrupted nearly every industry, creating mounting internal and external pressures on organizations to accelerate the adoption of their digital agendas. The COVID-19 pandemic further brought to light the need for tools and technology to be adaptable, powerful, and scalable. As the insurance industry leaps into the future, actuaries must not only proactively refine their roles and responsibilities within insurance organizations but also seek opportunities for improvements and optimization in their day-to-day work. Discuss a variety of opportunities to streamline, accelerate, and optimize actuarial processes by using modern technology. Cover a wide spectrum of actuarial solutions from automation of actuarial data transformation to actuarial reserve calculations and calibration of economic scenarios. By attending the session, you will: Be able to articulate how modern low-code/no-code technology can help actuaries automate, streamline and optimize processes in yourday to day work tohelp focus on higher value tasks.

Description: To complement the limitations posed by the static nature of current survey papers in cyber risk literature and to facilitate cyber risk research, this project features a Natural Language Processing (NLP)-powered repository and search tool “CyLit” built by the authors.