The underrepresentation of women within Interventional Radiology (IR) is profound. This scoping review aims to evaluate the current literature on gender disparity within IR. To uncover relevant themes and research gaps to inform future research and to recommend changes aimed at increasing application and retention of women in IR. A review of MEDLINE, EMBASE and Web of Science was conducted. Specific inclusion and exclusion criteria were used to gather all relevant literature. Thematic analysis of included literature highlighted themes and commonalities between papers. Of 396 articles only 15 met the inclusion criteria. Many papers were excluded due to their lack of relevance to the topic. Thematic analysis identified six themes radiation exposure, mentorship, male dominance, work-life balance, research, and early exposure to IR. Recommendations relating to each theme have been made. Establishing a high-quality mentoring scheme, for medical students, is the priority. Followed by accurate information, regarding radiation safety and teaching opportunities provided by medical schools and placement trusts, to demonstrate the value of IR and the need for a representative workforce.