We should check the engineering and model building assumptions that are made in most DOE's

• Are the measurement systems capable for all of your responses?
• Is your process stable?
• Are your responses likely to be approximated well by simple polynomial models? 

Are the residuals (the difference between the model predictions and the actual observations) well behaved?.