We consider two liking studies, undertaken by Compusense Inc., where SIDs were used: one for twelve white breads and one for sixteen brown breads. Based on an SID, panelists rated the products using the nine-point Hedonic scale where a score of (1) indicates an extreme dislike, a score of (5) indicates no preference, and a score (9) indicates an extreme liking. In Sections 4.2 and 4.3, we discuss the data and present results obtained from fitting the CUU model to each SID. The parameters of the CUU model are esti-mated using the PEM algorithm and the BIC is used to select the numbers of components and factors. Note that the CUU model was fitted using the CUUimpute function, available in the sensory package (Franczak et al., 2014) for R (Core Team, 2014).