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Recently, speech researchers have begun to base spectral analyses of sibilant fricatives on modern spectral estimators that promise reduced error in the estimation of the spectrum of the acoustic waveform. In this paper we look at the effect that the choice of spectral estimator has on the estimation of spectral properties of English voiceless sibilant fricatives.