 CBA scores are statistically isomorphic to the component scores in PCA for a Q factor analysis.They are the loading of each person's responses on the mean of all people's responses.So, Q factor analysis may provide a superior CBA measure, if it can be used first to select the people who represent the dominant dimension, over items that best represent a subordinate attribute dimension of a domain (such as liberalism in a political domain).