Description: The frequent use and complexity of today's actuarial projection models has increased the importance of having efficient models. Model optimization can reduce both cloud costs and overall end-to-end clock times, thereby allowing companies to do more with less such as reducing close times, increasing controls, enhancing analysis, doing more complicated calculations, and/or improving employee workloads during the close. From design and data to execution and audit, come explore techniques that can be applied throughout the actuarial modeling process to optimize actuarial models for improved run-time, accuracy, and reliability. There will be a focus on techniques that don't rely on model compression. Topics covered include model design pitfalls, data handling, improving convergence on asset-liability projections, strategies for interacting with the cloud, and other tips for optimizing actuarial models.

Description: Almost half of recent FDA approvals have been for orphan drugs. This trend is expected to continue in 2023. Orphan drugs are priced more than 30 times higher than non-orphan drugs, therefore their cost burden in aggregate has the potential to overwhelm the budgets of payers, especially that of smaller health plans. Hear how the cost impact analysis for smaller health plans require different considerations than for a larger health plan when modeling the impact of rare diseases.

Description: Model Risk Management at insurers has been an established practice for well over ten years now. Until recently, a primary focus of model governance was on actuarial models. The Gen AI evolution we’ve experienced in the last two years, has shone a spotlight on “all things AI”. Along with the increased capabilities AI brings, there is increased concern for the proper use of these models, protection of IP, safeguarding of PII, and overall security. This session will bring together a diverse panel to discuss how we can adapt our established practices for these new models to minimize the risks that come with Gen AI and help our organizations optimize the benefits of AI.

Description: This session will focus on what is new and coming at the Appointed Actuary (e.g., Actuarial Guideline ((AG)) 53, equity testing, etc.). We will provide highlights from the updated AAT Practice Note. A particular focus will be paid to asset classes that have received regulatory attention recently ((e.g., commercial mortgage loans, collatoralized loan oblications (CLOs), etc.)).

Description: This will be the most fun you'll ever have learning about applying health status based risk adjustment methodologies in the real world! Quantifying relative differences in the use of finite healthcare resources – due to differences in health status – isn't just fun, it's the very heart and soul of ASOP 45! Get ready for a rollercoaster of statistics, probability, and a few puns that might just make you laugh harder than a data outlier!

Description: This interactive session will compare industry predictions versus what happened with the unwinding of continuous coverage requirements in Medicaid that were first put in place due to the COVID-19 public health emergency. The audience will be able to participate in a guessing game as the panelists review how enrollment could be stabilizing.

Description: Unique Data Analysis Techniques to help plans find that 1% edge in opportunity and value. The discussion will vary from a conversation on members who are at high catastrophic risk to provider networks and referral patterns. The goal of the session will be to help show ways plans can create savings through outside-the-box techniques.

Description: In this session, actuaries and data scientists will describe how the Cleveland Clinic has utilized large language models to support caregivers with difficult end of life conversations with patients and their loved ones. While artificial intelligence is often prefaced with words of caution, it can also be harnessed for good.

Description: How might retirement income strategies be designed and their suitability assessed when retirees may differ substantially in their objectives, preferences and personal circumstances? Gain a wide-ranging overview of the key elements involved in formulating retirement strategies, drawing on the report, Primer on Retirement Income Strategy Design and Evaluation, which was recently released by the Society of Actuaries (SOA) Research Institute's Aging and Retirement Strategic Research Program. Hear about three types of income objectives-income floor, income target and income optimization-and how they imply different retirement strategies along with a different set of metrics to evaluate outcomes. We will also touch on key member attributes to account for: The nature of income risk, approaches to investing and drawing down on available assets to generate income, and how stochastic modeling can support the analysis. You will find something of interest in this session, regardless of prior familiarity with strategies for retirement.

Description: The Society of Actuaries (SOA) is pleased to present historical U.S. population mortality rates by sex and single year of age for calendar years 2000-2021.