A device receives personality profiles sent from multiple network elements of a network and obtains configuration parameters for each of the multiple network elements from the personality profiles. The device receives first scores generated for the multiple network elements, where each of the first scores relates to assessing a usefulness status of a respective one of the multiple network elements. The device identifies a network element of the multiple network elements for modifying the identified network element's configuration based on the obtained configuration parameters and the received first scores.