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Despite initiatives to diversify STEM majors, women remain underrepresented. This study analyzes factors influencing women's choice of STEM majors, using High School Longitudinal Study of 2009 dataset. A Linear Probability Model and average marginal effects assessed variables such as self-perception of math ability, perceived math difficulty, exposure to math teacher gender bias, career services usage, and reasons for choosing a major, including course enjoyment, academic success, work-life balance, higher income jobs, job availability, and social contribution. Results show that high self-perceived math ability and lower perceived difficulty increase the likelihood of choosing a STEM major. The potential for higher income also plays a role. Addressing math-related gender stereotypes and highlighting financial benefits could motivate more women to enter STEM fields.