In my research, I have four categories in my questionnaire, each category comprises a set of items. My data proved not normally distributed, so a non-parametric statistical procedure will be used to determine the relationship among variables, i.e., the Spearman rank-order correlation is chosen. My question is: what do I choose from the function list in the Compute Variables option on SPSS, so I create new representative-to-sets-of-items variables to use when I carry out Spearman correlation? Is it the overall mean or median for each set of items?
Thank you.