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This document summarizes the research sponsored by the Society of Actuaries on statistical methods for imputing race and ethnicity, presented at the NAIC Big Data and Artificial Intelligence Working Group Meeting. It covers various statistical approaches, including Bayesian methods, definitions, performance metrics, and addresses accuracy concerns related to the imputation of race and ethnicity data.

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