Sexual violence (SV) against women is common in higher education settings, causing serious harm to the health, well-being, and academic outcomes of victim/survivors. There have been numerous systematic reviews of the quantitative evidence on this topic, highlighting the prevalence, health impacts, and barriers and facilitators to help-seeking after SV. To date, however, qualitative research exploring the lived experience of women higher education students has not been synthesized. This scoping review and thematic synthesis of qualitative studies aims to map the global evidence on women higher education students’ experiences of SV and explore how they understand and make sense of their experiences. We searched five databases (CinAHL, Academic Search Complete, Medline, PsychInfo, and SocIndex) in January 2023 for relevant articles. Eligible articles needed to be published in English and describe qualitative or mixed-methods primary research on the lived experiences of women higher education students who were victim/survivors of SV. In all, 34 articles describing 32 studies met these inclusion criteria. Thematic analysis of data extracted from the included studies suggests that, for women higher education students, the experience of SV is characterized by profound shame, with often-irreversible impacts on hopes and plans for the future. Yet, at the same time, SV is normalized and expected as a part of the “student experience.” Furthermore, an imagined “specter” of “real violence” is held up as a constant comparison that serves to minimize and trivialize their experiences. These findings have important implications for higher education providers seeking to improve programs to address SV.