The article introduces new ways to estimate population variance in surveys, improving on existing methods. The researchers developed alternative estimators that outperform traditional unbiased estimators and other existing methods. They also analyzed biases and errors of the new estimators and conducted a study to demonstrate their effectiveness. Additionally, they explored a more general version of the new estimators to understand their properties better.