The costs estimated before starting the works are the only ones that have practical value in the model, and their use, on average, resulted in worse accuracy values regarding the use of the actual costs. However, the accuracy variation was not statistically significant and the forecast accuracy in some cases even improved when we used the initial costs. Attempts to disregard the cost as a predictive variable provided us with models with worse fit and accuracy.