Despite these limitations, we found that we could obtain accurate and precise estimates for the model parameters, and we were able to use these parameters to predict isocratic retention factors with an accuracy on the order of 1%. Further optimization of the experimental design and the selection of the best reference organic composition should provide further advancements in the modeling of liquid chromatographic data.