In recent years, science, technology, engineering, and mathematics (STEM) fields have made strides towards reducing gender disparities. However, in the field of computer science, women continue to receive less than 20% of bachelor’s degrees awarded. In the current research we explore if this continuing disparity is partly due to a perceived lack of group work in computer science. Previous research has shown that women tend to endorse communal goals (e.g., working with and helping others) more than men do, and that the perception that an academic field fulfills communal goals predicts women’s interest in those fields. In the current research, 293 undergraduate students (184 female, 109 male) answered questions measuring preference for group work, perceptions of goal fulfillment in classes where students work individually and classes where students work in groups, perceptions of group work in different science classes, and personal goal endorsement. Consistent with our prediction, results indicated that classes with group work were perceived as having more communal goal fulfillment than classes with individual work, and male-dominated STEM fields (i.e., computer science and engineering) were perceived as having less group work than female-dominated STEM fields (i.e., biology and psychology). These results show that group work is related to communal goal fulfillment. Because communal goal fulfillment predicts women’s interest in academic fields, we expect that women would be less interested in academic fields that are perceived to have less group work, such as male-dominated STEM fields. Based on our results, we predict that increasing perceptions of group work in computer science may increase women’s interest by boosting perceptions that computer science is able to fulfill communal goals.