Notably, the dataset for building the data-pushed device Mastering design comprises 2,820 observations. To ensure a robust train and Test, 90% of dataset ended up allocated for the instruction and validation. This allocation was implemented working with k-fold cross-validation, exclusively with five folds, to enhance the product’s trustworthiness and waiting for link from Forum Profiles (6)