Specified data sets may be tracked from creation to end-of-life (e.g., deletion). Between creation and end-of-life, data set storage changes may be recorded (i.e., when additional storage is allocated or when some storage is released). During a subsequent allocation cycle, this information may be used in conjunction with user-specified allocation rules to manage or control the data set's initial allocation.