Efficient data processing to identify information and reformant data files, and applications thereof

A system for identifying demographic information in a data file, comprising:

• a memory that stores instructions for identifying the demographic information in the data file;
• and
• a processor configured to execute the instructions that cause the processor to:
• receive the data file containing a plurality of fields of demographic information from a third-party, the data file having inconsistent or mislabeled nomenclatures for one or more fields of the plurality of fields or spurious demographic information;
• analyze the data file using a machine learning model trained according to other data files to distinguish between each of the plurality of fields of demographic information, the machine learning model being based on a plurality of machine learning algorithms to identify different types demographic information;
• generate a score indicating a probability that each of the plurality of fields of demographic information was identified correctly;
• and
• generate a revised data file labeling each of the plurality of fields of demographic information based on the identified type.

non-transitory program storage device having instructions stored thereon that, when executed by at least one computing device, causes the at least one computing device to perform a method, the method comprising:

• receiving the data file containing a plurality of fields of demographic information from a third-party, the data file having inconsistent or mislabeled nomenclatures for one or more fields of the plurality of fields or spurious demographic information;
• analyzing the data file using a machine learning model trained according to other data files to distinguish between each of the plurality of fields of demographic information, the machine learning model being based on a plurality of machine learning algorithms to identify different types demographic information;
• generating a score indicating a probability that each of the plurality of fields of demographic information was identified correctly;
• and
• generating a revised data file labeling each of the plurality of fields of demographic information based on the identified type.