The main aim of the paper is to find the best predictive algorithm that can be used to predict the usage of the imaging diagnostic equipment in the nearfuture. The growing number of patients are not able to receive the image diagnostic test within a short waiting time. The goal is to keep the waitingtime low. The rising demand for the image diagnostics equipment has to be estimated to improve the service.