We introduced an innovative kernel-based nonparametric estimator for the cumulative distribution function (CDF) in finite populations. addressing the critical need to evaluate the proportion of values in a target variable that are less than or equal to specific thresholds. By leveraging auxiliary information under a stratified random sampling (StRS) framework. the proposed methodology... https://cosmeticsolutioners.shop/product-category/serums/