Predictive approaches play an important role in detecting events. controlling risks and reducing maintenance and repair costs. The purpose is to provide a model for predicting critical and prioritized risks based on data mining algorithms. Data mining method was planned based on the CRISP methodology. https://www.ashleyshomestores.shop/product-category/king-metal-hdbd-ftbd-rails/