Question: what is the independent variable in chromatography?
Answer: Your independent variable is definitely the solvent used. In the case of your first hypothesis though, I would say that the dependent variable is more how well the dyes separate. Rf value is one measure of this, so you can definitely use it, but it may also be how many different colors you can count on your strip.