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In this comprehensive report, we explore the concept of risk distribution through the lens of expected adverse deviation (EAD) and its application in captive insurance. Authored by leading actuaries, this report delves into the methodology behind EAD, offering case studies that examine how EAD modeling can demonstrate sufficient risk distribution in various captive insurance structures. From single-parent captives to group captives, this guide provides practical insights for understanding how different reinsurance structures, exposure bases, and coverages impact the risk distribution of captive programs. It is an essential resource for anyone looking to deepen their knowledge of the actuarial considerations that influence the formation and operation of captive insurance companies.