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We analyzed data collected from an online survey administered to 37,662 first- and second-year undergraduates enrolled in computing courses at 16 research universities to examine the associations among feeling self-conscious about social identities (e.g., race/ethnicity, accents, citizenship, and gender), interaction patterns with faculty in computing courses, and computing identity in computing courses. Our findings affirm the presence of differences among undergraduate students' interactive experiences with faculty due to their social identities and their feeling about those identities. Also, we found that computing identity is associated with students’ reflections on the computing courses, along with being self-conscious about their backgrounds and interaction with faculty.