The study compared different methods of bootstrapping, a statistical technique, to see which one is the most accurate. There are three main types: conventional, balanced, and sufficient bootstrapping. Sufficient bootstrapping, which uses only unique observations, was found to be the most efficient and gave narrower confidence intervals. However, none of the methods consistently provided accurate confidence intervals. Conventional and balanced bootstrapping showed similar results in terms of efficiency and accuracy.