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The Tripartite Integration Model of Social Influence (TIMSI) hypothesizes that scientific self-efficacy, identity, and values are processes which integrate individuals into STEM fields. This study uses social network analyses (SNA), an underutilized tool within educational research, to evaluate how network structures in an undergraduate Computer Science and Engineering course relate to TIMSI processes and persistence intentions. Results revealed students were likely to report similar engineering values as those they were directly connected to within their network. Additionally, positive relationships existed between centrality measures (i.e., closeness) and other TIMSI processes, which ultimately positively predicted persistence intentions. Results have direct implications for pedagogical decisions that foster positive learning environments and promote social influence that lead to STEM undergraduate persistence.