Description: This webcast will walk through several statistical methods for imputing race and ethnicity from U.S. datasets, highlighting their strengths and weaknesses, talking about how to use them and evaluating their accuracy, and telling you where you can get code packages as well as a free dataset to try the methods out.

Description: Join us as we delve into the dynamic landscape of the Fixed Indexed Annuity industry. Presenters will discuss trends observed in recent FIA experience, observations from their own company's data, and findings from Milliman's FIA industry experience studies. Key results include a view of surrender behavior relative to market dynamics and comparisons with industry predictive models, serving as a benchmark to explore where industry experience aligns with expectations and where potential surprises have emerged. Through a combination of data-driven analysis and expert interpretation, attendees will gain valuable perspectives on the evolving FIA landscape, enabling them to make informed decisions to navigate future challenges.