I am looking at concentrations at 3 sites over 4 years, with 4 samples at each site. Because of the small number of samples, I believe I should use non-parametric statistical tests.
My question is: should I do a Friedman, or should I do 2 separate K-W tests, one for sig. differences between the sites and another for sig. differences over time?