Abstract This systematic literature review on the issues faced by female computer science undergraduates sought to examine the reported reasons for female evasion from computer science major. A full range of indexed journals was surveyed using the ACM Digital Library, IEEE Xplore, ScienceDirect, Scopus, Web of Science, and Springer databases. Of the 818 articles retrieved from the digital libraries, only 24 papers were selected for data extraction. The several issues cited as reasons for female evasion from computer science undergraduate courses were divided into six major categories and described. Initiatives that have been implemented to minimize the dropout rate among undergraduate computer science female students were also addressed. Pointing out the main issues faced by female computer science students and identifying the limitations of the initiatives taken to solve them is the first step for future work, proposing good ways around them and outlining specific solutions for the classroom, making education professionals and even classmates aware of these problem. Attention to these issues may pique the researchers’ interest, while pursuing a graduate STEM degree, in working to make the experience of female undergraduate students more positive, thus decreasing their chances of evasion. Moreover, based on the results of this research, it is possible to make theory-based academic, managerial and administrative decisions concerning gender issues.