With the increasing adoption of learning communities, it is imperative to document their effectiveness. Using a large, longitudinal, multi-institutional dataset, we found that linked-learning communities positively impact students' engagement and perceived gains. We also found that the estimated effect of learning communities varies widely across institutions on various measures. Some learning communities are very beneficial, while others have a negligible impact on students.