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Risk Scoring: Estimation of Probability of Default

Risk Scoring Risk assessment SMOTE Random forest
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The probability of default is a metric that lenders use to assess risk on customers, group them into similar risk bands, and determine what interest rate to charge them. A lender will use probability of default to calculate expected return and loss at the individual and portfolio level. A model is trained on the "Give me some credit" dataset. "SeriousDlqin2yrs" is used as target column to predict default probability.

Used extensions & nodes

Created with KNIME Analytics Platform version 3.6.1
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    KNIME Core Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 3.6.1

    knime
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    KNIME Excel Support Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 3.6.1

    knime
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    KNIME JavaScript Views (Labs) Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 3.6.1

    knime
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    KNIME Math Expression (JEP) Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 3.6.0

    knime
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