Before revision:  The short-term forecast shows a close affinity with realised rates (  95\% accuracy  ).
After revision:  The short-term forecast shows a close affinity with realised rates ( 95\% accuracy ), and outperforms forecasting models currently used in road safety research (Vasicek, SARIMA, SARIMA-GARCH ).