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Driven by critical theories, this paper critiques the invisibility of immigrant-origin students in education data systems. Two distinct research studies that used NCES Common Core of Data, NCES High School Longitudinal Survey, and the Civil Rights Data Collection to examine educational opportunity for immigrant-origin students are used to demonstrate the invisibility of these students in the data and the ways this impacts analysis and findings. As a result of current public data systems, the interests and experiences of immigrant-origin students are omitted from data-informed decision-making and accountability systems, which reifies systems of inequity in public education.