The goal of this analysis is to define factors that influence students' academic performance. The dataset is provided by UCI Machine Learning on Kaggle. The data are obtained in a survey of students math and Portuguese language courses in a secondary school in Portugal. There are some interesting variables, such as social, gender and study information about students.