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This study responds to an emerging approach to provide successful STEM-related professional development that is to support the development of teacher networks or learning communities by examining the formation of teacher networks as a result of an intentional design of a professional development program. We investigate a longitudinal data set of math teachers over four points in time in two large school districts serving a diverse student population in a shared region in southern California. Findings suggest several individual and dyadic effects of social and cognitive components on the likelihood of forming advice-seeking relationships, which will inform decision making about how to cultivate meaningful and ongoing exchange of knowledge and ideas through teachers’ networks.