To minimize privacy loss under differential privacy, the Census Bureau reduced published data and changed which statistics remained accurate, decisions with important implications for fairness and representation. The formalism helped the Bureau quantify privacy and utility, but this mathematical approach obscured disputed political decisions and marginalized community-informed notions of what makes data useful. The change was not just technical, it was political.
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