Purpose: This study focuses on a regional education network in the Mid-Atlantic that aims to facilitate equitable learning practices by providing ongoing teacher/leader support, cross-sector collaboration and professional learning for educators. The authors probe networks as providing core support for systems level change and serving as precursors to the community engagement that is essential for deeper learning. Specifically, this study is driven by the hypotheses that (1) deeper learning may be supported by pathways for students and educators to meaningfully engage with the local community; (2) deeper learning is more likely to happen when educators connect to communities beyond their own school or organization and (3) education networks can help facilitate those functions. Design/methodology/approach: The authors aimed to understand how participation in an education network influenced members (which include school leaders, teachers and leaders of youth programs) and how experiences might differ by level of participation. The authors conducted interviews with individuals across three groups of adults (n = 111 total): core members (n = 16), members with mid-level engagement (n = 30) and peripheral members (n = 65). Findings: Educators who participated most intensely and deeply described the network as a vehicle for learning about and advancing equity through specific practices including individualized learning, increasing access and resource redistribution. Mid-level participants emphasized the professional network building function of the network. For peripheral or new participants, the most salient function of the network was celebration of education and educators. These findings suggest that education networks have a role in strengthening the structures that support leaders to make deeper learning happen. Research limitations/implications: More research is needed on how participants move from the periphery to more core involvement in education networks, where they may gain the full benefits of participation. Further research is also needed to explore the link between education network engagement among school leaders and the deeper learning environments in schools. Originality/value: Research on education networks is limited. To the authors' knowledge, the present study is one of the largest collections and analyses of interviews with education network members to date. The authors present education network engagement as a precursor for community embedded deeper learning in schools.