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This paper presents Privacy-Preserving Probabilistic Race/Ethnicity Estimation (PPRE), a method that combines privacy technologies including secure two-party computation, differential privacy, and additive homomorphic encryption to enable fairness measurements for U.S. LinkedIn members without exposing sensitive demographic data.