Managing data processing efficiency, and applications thereof

A non-transitory computer readable medium storing instructions that when executed by one or more processors causes the one or more processors to perform operations comprising:

• assigning a data record of an individual to a predetermined category;
• allocating, based on the predetermined category, an amount of memory to process the assigned data record;
• in response to the amount of memory being allocated, training a training system using the assigned data record to identify further individuals possessing similar demographic data as the individual to which the data record belongs;
• identifying the further individuals by processing further data records of individuals using the trained training system;
• predicting, using the trained training system, future behaviors of the further individuals based on an order of similarity between the further individuals and the individual;
• and
• generating, using the trained training system, an outcome score that correlates to the order of similarity to identify the further individuals that perform the future behaviors.

A computing system, comprising:

• a memory storing instructions;
• one or more processors, coupled to the memory, configured to process the stored instructions to:
• assign a data record of an individual to a predetermined category;
• allocate, based on the predetermined category, an amount of memory to process the assigned data record;
• in response to the amount of memory being allocated, train a training system using the assigned data record to identify further individuals possessing similar demographic data as the individual to which the data record belongs;
• identify the further individuals by processing further data records of individuals using the trained training system;
• predict, using the trained training system, future behaviors of the further individuals based on an order of similarity between the further individuals and the individual;
• and
• generate, using the trained training system, an outcome score that correlates to the order of similarity to identify the further individuals that perform the future behaviors.