“The final publication is available at Springer via http://dx.doi.org/10.1057/sj.2013.38.". © Palgrave Macmillan, a division of Macmillan Publishers Ltd 2013Some places have no crime and some have a lot, and thus we study hotspots. Corruption is structured differently to crime, but hotspots still are notable. The difference is that hotspots are not places but clusters of activity. This article analyses corruption cases from New York City to explore a way of identifying such clusters. Seventy-two cases were coded according to features that represent the elements of the crime triangle: offender and motivation, target and opportunity, and place and ability. Multidimensional scaling revealed three groups of cases, exhibiting different patterns...