Therefore, the fully nonparametric bootstrapping method is not recommended for small sample sizes, particularly for the lower percentile estimations, where the distributions are naturally more discrete. When the underlying distribution is not known, and the sample size is reasonable, utilizing the fully nonparametric method is a valid bootstrapping method (Edwards 2004, Edwards et al. 2008).