In recent years, Topological Data Analysis has emerged as a framework for visualising and analysing data. This talk demonstrates how cohomology can be used to model pairwise comparisons, locate and understand contradictory information, and measure the underlying preference of a set of alternatives. This technique is used to predict winners of horse races, extracting information which produces profitable predictions.