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Over the last two decades, scholars have outlined various community-based models to support K-12 continuous improvement. However, less attention has been paid to how district-level leaders support or hinder these continuous improvement communities. Using social network analysis, semi-structured interviews (N = 72), and meeting observations (N = 92) with several case districts, we outline how district leaders have either become brokers or barriers to these respective communities and their continuous improvement efforts.