The proposed solution includes a detailed and novel description of a data mining model applied to the educational environment and an intuitive and easy-to-use software tool that implements it. This model starts with the presentation of the educational problem to be analyzed and ends by providing the alternatives of possible solutions, i.e., an end-to-end model. What is interesting and novel is that most of the complex tasks to be performed to achieve the objective have been automated using techniques such as Exploratory Data Analysis, ETL’s Scripts, Automated Machine Learning, and Automatic Interpretability and Explainability. In addition, the model takes into consideration the ethical standards that must be met in terms of privacy and security. This solution allows institutions to find patterns within the educational big data that allow them to understand the complexity of their problems and the main factors that generate them.