While building the simplex lattice design, I chose the quadratic design model. Now after having all responses and while analyzing the data, I found that the cubic design model is better than the special quadric model (see picture). What effects might change in the model cause at this point? Design expert is suggesting special quadratic which is obvious because I chose quadratic at the initial building process.
