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We consider the problem of dynamically rating sports teams based on the categorical outcome of paired comparisons such a s w i n , d r a w and loss in football. Our modelling framework is the cumulative link model for ordered response, where latent parameters represent the strength of each team. A dynamic extension of this model is proposed with close connections to nonparametric smoothing methods. As a consequence, recent results have more in uence for estimating current abilities than resultsdoi:10.1111/1467-9884.00236 fatcat:ble3y5mvj5akxl5d2oluc3bqhy