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We prove that any implementation of pivotal sampling is more efficient thanmultinomial sampling. This property entails the weak consistency of theHorvitz-Thompson estimator and the existence of a conservative varianceestimator. A small simulation study supports our findings.

A comparison of pivotal sampling and unequal probability sampling with replacement