An Alternative Derivation of Asymptotic Normality for Sample Quantiles

A derivation of the asymptotic normality of sample quantiles, under the usual regularity conditions, is presented. The derivation is unique in that it employs two basic methods of analysis that are important and highly useful to applied probabilists and statisticians: the “delta rule” and “equal-in-distribution” technique.