A multi-dimensional placement methodology, system and computer readable medium is presented. A plurality of data sets is ordered by need. A plurality of storage areas are defined based on a storage device type, an associated compression algorithm, and a plurality of parameters associated with different properties of the particular storage device and the compression algorithm being used. A data set is placed in a selected storage area based on a determination of which storage area provides a desired combination of the storage device type and compression.