Skewness is a measure of the symmetry of your data distribution. A distribution is symmetric if it looks the same to the left and right of the center point. For example, the normal distribution is ...

For data from a symmetric distribution, the Winsorized mean is an unbiased estimate of the population mean. However, the Winsorized mean does not have a normal distribution even if the data are ...