We checked the assumptions for an analysis of variance (by fitting a linear model for a withinsubjects design) and found that indeed the distribution of the residual error was quite skewed, even after transformation of the data.
we resorted to a nonparametric alternative for the analysis of variance, the Friedman test (Conover 1980).