The predictor data (explanatory variables), the academic achievement outcome, and the types of classification analyses being performed.

<p>Data values are represented as grey level heat maps. MLR = multinomial logistic regression, MLP = multi-layer perceptron, XGB = extreme gradient boost, SVM = support vector machine, KNN = k-nearest neighbor, Voting = voting (argmax) classifier across MLR, …, KNN.