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Estrella and Mishkin(1999) propose a promising method to estimate the NAIRU for the U.S. However, their uncertainty measure of the NAIRU estimates is problematic, as the underlying assumption of normality is violated. We apply the block bootstrap techniques to offer a better measure of precision. One implication is that their method underestimates the true uncertainty surrounding the NAIRU estimates.