1. A method for managing an entity, said method comprising: establishing a framework for characterization of the entity, wherein the framework abstracts operation of the entity to a state machine, wherein each state in the state machine is characterized in terms of distributions of a performance metric associated with the entity; and implementing, by a processor, the framework for characterization of the entity to manage the entity.