Discovering Statistics Using IBM SPSS Statistics: North American Edition

by Andy Field

In larger samples you should certainly not do them; instead, look at the shape of the distribution visually, interpret the value of the skewness and kurtosis statistics, and possibly don’t even worry about normality at all.