Julia Koczarowska Standardization or normalization are commonly used to bring all the numbers to a comparable range. Removal of outliers is something that really depends on what the variables mean in real life, IMHO. I would do this for these variables regardless of distribution, to avoid skewed data. Hope this helps :)