I will have a 2X3 (pretest-posttest-follow up X experimental-control groups) split plot experimental design study, which is an RCT trying to test the effect of a group intervention on various variables. I want to see whether potential mediator variables say, a and b have mediated the effect of the intervention on the variable c. I will measure the potential mediators with the outcome for the three assessments. Does this design make sense and what kind of statistical procedures would you recommend? Advice on any introductory document, software as well as your answers would be very much appreciated.
Edit: I have previous experience on PROCESS macro for testing mediation on cross-sectional data, and am curious whether I can use it for this kind of experimental data.