Data Reduction Using Multivariate Analysis Factor Analysis Reduces the original number of attributes to a smaller number of factors, each containing a set of attributes that hang together Cluster Analysis Reduces the original number of respondents to a smaller number of clusters based on their benefits sought, as revealed by their ideal brand