Infrastructure and architecture for development and execution of predictive models
First Claim
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1. A computer-implemented method comprising:
- executing, by a computer-based system comprising a processor for generating a plurality of predictive models, the plurality of predictive models, wherein at least one of the predictive models in the plurality of predictive models is based upon data associated with a group of consumers;
tracking, by the computer-based system, the plurality of predictive models using a Population Stability Index (“
PSI”
);
manipulating, by the computer-based system, the data by at least one of;
filtering the data based on a sample size, filtering the data based on an uploaded file, filtering the data using mathematical and logical operations, and filtering the data based on a credit limit; and
transmitting, by the computer-based system, to each consumer in a group of consumers a score that indicates a likelihood that each consumer in the group will respond to an offer.
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Abstract
A system that enables development and execution of predictive models comprises a centralized data management system, a data extraction tool a model validation tool and a model execution tool. In embodiments, a data management system includes a data management server that can be accessed via a web browser that stores data. An extraction tool includes a data filter adapted to filter data based on, for example, a population criteria, a sample size, and a date range criteria. A model validation tool validates the model. A model execution tool allows a user to score the model.
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Citations
17 Claims
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1. A computer-implemented method comprising:
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executing, by a computer-based system comprising a processor for generating a plurality of predictive models, the plurality of predictive models, wherein at least one of the predictive models in the plurality of predictive models is based upon data associated with a group of consumers; tracking, by the computer-based system, the plurality of predictive models using a Population Stability Index (“
PSI”
);manipulating, by the computer-based system, the data by at least one of;
filtering the data based on a sample size, filtering the data based on an uploaded file, filtering the data using mathematical and logical operations, and filtering the data based on a credit limit; andtransmitting, by the computer-based system, to each consumer in a group of consumers a score that indicates a likelihood that each consumer in the group will respond to an offer. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15)
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16. An article of manufacture including a non-transitory, tangible computer readable storage medium having instructions stored thereon that, in response to execution by a computer-based system comprising a processor for generating a plurality of predictive models, cause the computer-based system to perform operations comprising:
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executing, by the computer-based system, the plurality of predictive models, wherein at least one of the predictive models in the plurality of predictive models is based upon data associated with a group of consumers; tracking, by the computer-based system, the plurality of predictive models using a Population Stability Index (“
PSI”
);manipulating, by the computer-based system, the data by at least one of;
filtering the data based on a sample size, filtering the data based on an uploaded file, filtering the data using mathematical and logical operations, and filtering the data based on a credit limit; andtransmitting, by the computer-based system, to each consumer in a group of consumers a score that indicates a likelihood that each consumer in the group will respond to an offer.
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17. A computer system comprising:
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a tangible, non-transitory memory communicating with a processor for generating a plurality of predictive models, the tangible, non-transitory memory having instructions stored thereon that, in response to execution by the processor, cause the processor to perform operations comprising; executing, by the processor, the plurality of predictive models, wherein at least one of the predictive models in the plurality of predictive models is based upon data associated with a group of consumers; tracking, by the processor, the plurality of predictive models using a Population Stability Index (“
PSI”
);manipulating, by the processor, the data by at least one of;
filtering the data based on a sample size, filtering the data based on an uploaded file, filtering the data using mathematical and logical operations, and filtering the data based on a credit limit; anddisplaying, by the processor and on a user interface, the data associated with the group of consumers.
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Specification