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This study examines district-level variability in improvement rates for Black students' academic performance across U.S. public school districts, focusing on standardized test scores in mathematics and Reading Level Assessment (RLA) for grades 3-8 (2008/2009-2018/2019). Using data from the Stanford Education Data Archive (SEDA) and multilevel modeling, results reveal significant heterogeneity: some districts showed substantial progress, while others experienced declines, with a gap of nearly .31 grade levels between the highest- and lowest-performing districts. These findings highlight the importance of district-specific dynamics in shaping Black student outcomes, moving beyond traditional focuses on family and community factors.