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This study investigates the impact of STEM-peer communities, identified through network analysis of the Adolescent Health and Academic Achievement (AHAA) data, on academic performance in high school. By analyzing nationally representative data, we discovered that students' participation in these communities positively correlates with their GPA in STEM subjects. A significant contribution of our research is the development of a conceptual model that elucidates the complex relationships between student course-taking patterns and academic outcomes across various educational settings. The findings underscore the importance of STEM-peer communities in enhancing student academic trajectories and preparing them for STEM careers, providing a basis for further research into educational strategies that support STEM success.