INFRASTRUCTURE AND ARCHITECTURE FOR DEVELOPMENT AND EXECUTION OF PREDICTIVE MODELS
First Claim
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1. A method comprising:
- simultaneously generating and executing, by a computer-based system 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 analysis and manipulation of data associated with a group of consumers, and wherein each model is given a score representing an accuracy of the model; and
tracking, by the computer-based system, a behavior and performance of the plurality of predictive models using a Population Stability Index (“
PSI”
).
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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
19 Claims
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1. A method comprising:
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simultaneously generating and executing, by a computer-based system 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 analysis and manipulation of data associated with a group of consumers, and wherein each model is given a score representing an accuracy of the model; and tracking, by the computer-based system, a behavior and performance of the plurality of predictive models using a Population Stability Index (“
PSI”
). - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17)
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18. An article of manufacture including a non-transitory, tangible computer readable storage medium having instructions stored thereon for generating a plurality of predictive models that, in response to execution by a computer-based system for generating the plurality of predictive models, cause the computer-based system to perform operations comprising:
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simultaneously generating and 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 analysis and manipulation of data associated with a group of consumers, and wherein each model is given a score representing an accuracy of the model; and tracking, by the computer-based system, a behavior and performance of the plurality of predictive models using a Population Stability Index (“
PSI”
).
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19. A 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; simultaneously generating and 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 analysis and manipulation of data associated with a group of consumers, and wherein each model is given a score representing an accuracy of the model; and tracking, by the processor, a behavior and performance of the plurality of predictive models using a Population Stability Index (“
PSI”
).
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Specification