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Sense of belonging involves one’s feelings of membership and acceptance to a community. Good et al. (2012) developed a scale to measure college students’ sense of belonging in mathematics and found a positive association between students’ sense of belonging and their performance and future plans in mathematics. This study applied their instrument to study high school students at a majority Hispanic school in Southern California. Using multi-group factor analysis, gender differences were examined, and results indicated that female students had a significantly lower sense of belonging in mathematics compared to their male peers. Notably, the gender difference found was eight-times larger than the difference found in the original study.