This document summarizes research into why women are less likely to identify themselves as entrepreneurs. It discusses 3 previous studies that looked at gender differences in entrepreneurship terminology and self-identification. The document then outlines the research questions and mixed methods approach used. This involved analyzing terms used to identify females on Shark Tank and comparing frequency of gendered entrepreneurship terms across databases. Key findings were that females were more often identified by terms like "womanpreneur", while males had few alternatives. Relational terms like "mompreneur" were also common for females. The research suggests language and implicit associations may influence women's perceptions of themselves as entrepreneurs.