Partial Least Squares (PLS) is a statistical method that finds the fundamental relations between two matrices (X and Y). It is particularly used when the predictors are many and highly collinear. In the context of catalysis, PLS can help in understanding the complex relationships between various experimental parameters and catalytic performance.