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Methods and Systems for Financial Transactions

  • US 20140172687A1
  • Filed: 02/24/2014
  • Published: 06/19/2014
  • Est. Priority Date: 08/31/2011
  • Status: Abandoned Application
First Claim
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1. A loan product approval method by a lender, said method comprising:

  • a lender computing device receiving a loan application, regarding a customer, from a lender application receiving device;

    said lender computing device receiving credit information regarding said customer from one or more credit bureau databases;

    wherein said credit information comprises one or more credit scores;

    a ranking and calculating device assigning a first weight to said credit information;

    a segmentation analyzer performing segmentation analysis based on a first sub-population of potential loan applicants;

    wherein said first characteristic of said customer is predictive in isolating risk for said first sub-population of potential loan applicants;

    optimizing said first characteristic of said customer for said first sub-population of potential loan applicants;

    said lender computing device down-sampling said potential loan applicants;

    said lender computing device selecting credit variables based on said down-sampled potential loan applicants;

    said lender computing device applying a regression technique, to reduce a number of said credit variables;

    a modeling processor fitting a first credit model, based on said reduced number of said credit variables, for said first characteristic;

    said modeling processor fitting a second credit model, based on said reduced number of said credit variables, for said second characteristic;

    using a rejection inference technique to improve said first credit model;

    validating said improved first credit model, based on test data points;

    using a weight of evidence analysis to modify said improved first credit model;

    approving or disapproving said loan application for said customer, by a loan product package processing device, based on said one or more credit scores for said customer;

    assigning an interest rate to said loan application by a rate determination device; and

    notifying said customer about outcome of said loan application.

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