An example method of detecting repetitive patterns of user interface actions comprises: defining a set of overlapping shingles on a sequence of user interface events; grouping the shingles into a plurality of shingle clusters based on a chosen shingle similarity metric; selecting a shingle cluster having a maximum, among the plurality of shingle clusters, value of a chosen intra-shingle similarity metric; and identifying a repetitive user interface operation represented by the selected shingle cluster.