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While learning communities (LC) are increasingly implemented to promote student academic and social integration, little research has explicitly examined the impact of LCs on peer-to-peer relationships. In this study we combine a regression discontinuity approach with social network analysis to estimate the impact of a simple LC intervention—at a large, selective, public university—on the size, strength, structure, and composition of friendship networks among students within the same major cohort. Results of the pooled local polynomial regression indicate that heightened proximity and increased opportunities for interaction structured through clustered courses led to intervention participants having one additional friend in the major, on average, and a 50 percentage-point increase in their share of friends in the LC.