Integrated generation of a hi-fi extrapolated indication associated with a subsequent event efficiently without redundancy

A system for generating an extrapolated indication associated with a subsequent event, the system including a computer with one or more processor and at least one of a memory device and a non-transitory storage device, wherein the one or more processor executes:

• a front-end variable determination program for identifying at least one determined variable that defines a strong interpolated correlation with indications of a plurality of previous events, the front-end variable determination program configured to produce, for each determined variable, a determined value that separates values of data associated with the at least one determined variable, the front-end variable determination program configured to perform steps including:
• receive determination data indicative of the plurality of previous events associated with a plurality of users;
• identify, utilizing a multiple variable statistical algorithm and the determination data, a plurality of data brackets, each having interpolated correlation with indications of the plurality of previous events;
• identify, utilizing decision tree analysis and the plurality of data brackets, the at least one determined variable that defines the strong interpolated correlation with indications of the plurality of previous events;
• and
• generate, utilizing decision tree analysis and the plurality of data brackets, the determined value for each of the at least one determined variable that separates ranges of data associated with the at least one determined variable based on the strong interpolated correlation within the determination data;
• and
• a back-end indication program for generating the extrapolated indication associated with the subsequent event, the back-end indication program configured to perform steps including:
• receive the at least one determined variable identified by the front-end variable determination program and each determined value generated by the front-end variable determination program;
• receive input data including data associated with the subsequent event and indicative of the at least one determined variable for the subsequent event;
• and
• generate the extrapolated indication associated with the subsequent event utilizing the input data, the at least one determined variable, and each determined value,
• wherein generating the extrapolated indication associated with the subsequent event utilizing the at least one determined variable and each associated determined value increases fidelity of the extrapolated indication associated with the subsequent event, reduces redundancy within the extrapolated indication, or both, and
• wherein generating an extrapolated indication associated with the subsequent event utilizing input data of a data bracket not indicating the at least one determined variable for the subsequent event increases infidelity in the extrapolated indication, results in an extrapolated indication including excessive redundancy, or both.