The focus of this study is on academic scientists in mathematics, biological sciences, and civil engineering in a range of Carnegie classified institutions. While many studies focus on the research intensive institutions, this study takes a broad look at networks across multiple types of higher education institutions, including liberal arts colleges, HBCU's, women's colleges, masters comprehensive, as well as doctoral granting institutions. This structure acknowledges the diversity of institutions in which academic STEM faculty are employed.