The novel and simple TL approach proposed in this work has proven to be suitable for EEC manufacturing problems. It was demonstrated with pre-existing experimental and stochastically acquired datasets. The well performance obtained for both cases reflects the robustness of the method by not considering datasets specifically designed with the purpose of training ML models. In every case, the interpretation of the models' predictions and the importance of each feature was explained by XAI.