1. A computer-implemented method for applying a dimensionality reduction process to a data set, comprising: obtaining a data set including a first set of variables; identifying collections of the first set of variables for replacement by a second set of variables; replacing the collections of the first set of variables with the second set of variables; and eliminating the first set of variables from the data set.