Figure 4. Data analysis process. Three strategies were applied: 1st level of analysis in Excel: determination of an improvement score for each output vs control, a global score for each mixture and a rank to select best conditions; 2nd level of analysis by Design Expert, modeling each output to predict best formulation; 3rd level of analysis: multivariate analysis using SIMCA-P++ to identify key components.