In this paper we have compared various approximate formulae for variance of Horvitz-
Thompson estimator using first order inclusion probabilities. The empirical study has been conducted with
a view to pick the most appropriate approximation for exact variance of the Horvitz-Thompson estimator.
The empirical study is based upon two most popular selection procedures for unequal probability sampling.