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The bootstrap is a resampling method to estimate the sampling distribution of a statistic.
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Estimating error when bootstrapping results are skewed
A non-parametric way of expressing uncertainty in this situation could be to report percentiles. For example, you could find the 2.5th and 97.5th percentiles, producing an interval containing 95% of y …