DOE: more runs or balanced design?
Hello everybody, I have the data of an experiment designed with JMP (160 runs). In addition to this design, the experimenter replicated a control treatment 16 times. I wonder if I should include these 16 more runs in the analysis or not. Based on the "Compare design" platform I will increase the power if I include the 16 control runs. However it will create imbalance in my dataset and I wonder if ...