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This report by RMI examines the challenges of forecasting large electricity loads—such as data centers and advanced manufacturing—in the United States. It argues that traditional forecasting methods are insufficient for the rapid growth and unique operational characteristics of these loads, which can lead to risks in grid reliability and customer affordability. The document provides a framework for understanding load characteristics, outlines best practices for utilities, and offers specific regulatory actions to ensure forecasts are thorough, up-to-date, and validated.