Bootstrap consistency theorem for the sample mean (source code)

= Bootstrap consistency theorem for the sample mean

For iid observations with finite positive variance, the conditional distribution of $\sqrt n(\bar X^b-\bar X)$ tends to the same normal limit as $\sqrt n(\bar X-\mu)$. Continuity of this limit gives uniform convergence of distribution functions and consistency of interior quantiles.