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Network analysis offers a powerful framework for analyzing data and advancing communication theory. Yet, tools for network analysis are often misaligned with theoretical questions in social science. Drawing on an example from his work on Twitter sub-communities, Dr. Freelon will demonstrate how theory building can be improved when data analysis tools match the questions at hand.