Comment by rhymer

Asymptotic properties of quantile estimators are widely studied [1]. The key is to have a sufficiently large sample size.

[1] Bahadur, R. R. (1966). A note on quantiles in large samples. Annals of Mathematical Statistics, 37, 577–580.