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This paper shares engaged research led by the Measures that Matter (MtM) Collaborative, a collective of community and university-based scholars and leaders who seek to understand how measurement can play a role in change-making towards liberatory, humanizing education both within formal systems and the broader ecosystems within which they exist (Safir & Dugan, 2021; Takahashi et al., 2025). This paper shares emerging findings from a series of participatory design sessions with educators, administrators, and racially minoritized communities to develop and use MtMs to transform relationships, aims, and daily educational practices.