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This study aims to explore the Bootstrap variance estimation of different survey statistics. The contribution of sampling design used to select the original sample in Bootstrap variance estimation is basically investigated under different choice of resampling design. This study will help in understanding the consequence of choosing a wrong resampling design while Bootstrap methods are intended to estimate the variance of survey statistics. Also knowledge about the performance of Bootstrap methods would be enriched through this study.