The efforts of the European Commission to reduce regional inequalities over its territory continue to attract the attention of researchers. The purpose of this paper is to perform an exploratory investigation of the relationship between the spatial distribution of regional income and of regional development funds among 145 European regions over 1989-1999. Using a set of tools of spatial statistics, we first detect the presence of global and local spatial autocorrelation in the distribution of regional per capita incomes, traducing that rich (poor) regions tend to be clustered close to other rich (poor) regions, and in the distribution of regional growth rate and regional funds. Second, the results of LISA statistics conclude to the presence...