 Critics voice concerns that such a standardization can be misleading.Since standardizing a variable removes the unit of measurement from its value, a standardized coefficient for a given relationship only represents its strength relative to the variation in the distributions.This invites bias due to sampling error when one standardizes variables using means and standard deviations based on small samples.