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: This session will examine bias from a social science perspective. It will discuss the three types of systemic biases using the National Institute of Standards and Technology (NIST) model. The NIST model details the three types as historical bias, societal bias, and institutionalbias. The session will also provide several examples of each type to provide a framework for identifying the social structure of bias.

Description: The Casualty Actuarial Society (CAS), the Society of Actuaries (SOA) and the Society of Insurance Research (SIR) started developing research addressing diversity, equity and inclusion (DEI) topics. Join panelists as they briefly present an overview of their organization's DEI research and share their perspectives on common challenges facing all the stages of this research: - Planning relevant and timely research with a long timeline. - Getting appropriate data and resources to support your research. - Communicating research on topics that may be controversial.

Description: Dive into the challenges of practitioners working across components that make up the Risk Management infrastructure with a variety of health, life and P&C insurers in this panel discussion webcast. Panelists will highlight how these insurers operate with the data and tools available to them and the existing challenges in interactions with an organization's leadership. Be part of this webcast that delves into the interplay between first- and second-line defense and how high levels of independence and professionalism can be achieved in a fast-moving, multi-discipline cross functional ERM role.