Traditional models explain prepayments as a function of rates / loan size and a few other factors. These models miss interactions between terms and non-linear effects.   We built a short term ( 'now cast' ) prepayment model and set up a monitoring system so that mortgage players could not only have predicted speeds but an explanation as to when their in house model was performing well and when it was not. 

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