Optimizing role level identification for resource allocation

A non-transitory computer readable storage medium comprising program instructions executable to comprising program instructions executable to:

• access a training dataset that comprises an entity that is associated with a clean title;
• train a role level classifier to process the entity in the training dataset;
• assign an initial effective title determined by the role level classifier to the entity;
• re-assign a new effective title to the entity based on at least a feature difference between the initial effective title and the clean title;
• process the entity in the training dataset using the new effective title instead of the clean title to generate a final effective title;
• determine whether the final effective title is designated higher than the clean title;
• and
• allocate one or more security resources to the entity if the final effective title is designated higher than the clean title or de-allocating the one or more security resources from the entity if the final effective title is designated lower than the clean title.

A system comprising:

• one or more processors;
• and
• a memory coupled to the one or more processors, wherein the memory stores program instructions executable by the one or more processors to:
• access a training dataset that comprises an entity that is associated with a clean title;
• train a role level classifier to process the entity in the training dataset;
• assign an initial effective title determined by the role level classifier to the entity;
• re-assign a new effective title to the entity based on at least a feature difference between the initial effective title and the clean title;
• process the entity in the training dataset using the new effective title instead of the clean title to generate a final effective title;
• determine whether the final effective title is designated higher than the clean title;
• and
• allocate one or more security resources to the entity if the final effective title is designated higher than the clean title or de-allocating the one or more security resources from the entity if the final effective title is designated lower than the clean title.