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    • Data Science and Modeling
    108274714

    Regression Analysis for credit scoring and bad debt prediction

    108274714

    Integrated solution with data modeling, visualization, reporting

    credit_risk

    Manage big data with clustering, in-memory cache and NoSQL based OLAP

    • Overview
    • Process
    • Modeling and Analytical Methods
    • Big Data Management

    Big Data Management

    This includes:

    Clustering Capabilities
    • A load balanced OLAP architecture to scale up processing capability
    • In-memory computing and custom pagination to project large datasets to the end user



    NoSQL based OLAP
    • Move past the OLAP engine constraint of querying RDBMSes by implementing NoSQL querying capability
    • MDX to NoSQL translation will bring to the table the Big Data framework benefits
    • MongoDB document stores and HBase based solutions
    • Hadoop/Spark frameworks used to aggregate large data-sets, to service end user queries
    In-memory cache
    • Fast Cache grid implementation using Redis
    • Stores large datasets for the MDX queries
    • Significant improvement in performance when data is preloaded as part of the BoD/EoD ETL run


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    Questions?

    • For any risk solution related queries, please contact:
      +91 22 33428266
      Sales.Birs@crisil.com

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