I have been doing a research on using RSM to optimize coagulation - flocculation process , by using ANOVA to validate the optimisation , 4 independent variable and 2 responses.

I am confuse regarding on this do I need to use ANOVA analysis two times one for to validate RSM and one for lab work. Please help me on this

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