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This paper introduces Critical Quantitative Ethnography (CritQE), an emergent methodological and epistemological framework that integrates Quantitative Ethnography (QE) with Critical Social Theory (CST) to advance epistemic justice. While QE models meaning-making by combining qualitative and quantitative approaches, it often relies on epistemological assumptions that privilege consensus, marginalizing diverse interpretations. Through collaborative inquiry, we critique the norm of interrater agreement, proposing multivocal coding as an alternative that embraces divergence as a generative analytic resource. Drawing on data with Black American and Black immigrant college students, we demonstrate how multivocal coding reveals positional complexity and fosters ethical, inclusive analysis. Aligned with AERA’s call, CritQE offers a reimagined research approach that honors multiple ways of knowing and challenges dominant norms in knowledge production.