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Model

ExternalRiskEstimate(Decreasing)

MSinceOldestTradeOpen(Decreasing)

MSinceMostRecentTradeOpen(Decreasing)

AverageMInFile(Decreasing)

NumSatisfactoryTrades(Decreasing)

NumTrades60Ever2DerogPubRec(Increasing)

NumTrades90Ever2DerogPubRec(Increasing)

NumTotalTrades(No Constraint)

NumTradesOpeninLast12M(Increasing)

PercentTradesNeverDelq(Decreasing)

MSinceMostRecentDelq(Decreasing)

MaxDelq2PublicRecLast12M(Decreasing)

MaxDelqEver(Decreasing)

PercentInstallTrades(No Constraint)

NetFractionInstallBurden(Increasing)

NumInstallTradesWBalance(No Constraint)

MSinceMostRecentInqexcl7days(Decreasing)

NumInqLast6M(Increasing)

NumInqLast6Mexcl7days(Increasing)

NetFractionRevolvingBurden(Increasing)

NumRevolvingTradesWBalance(No Constraint)

NumBank2NatlTradesWHighUtilization(Increasing)

PercentTradesWBalance(No Constraint)

Original Features These are 23 original features given in the dataset. Output This is the Risk Performance estimated from our model, which consists of only two outcomes: Good and Bad. Subscale Contribution Low Risk (No Default) High Risk (Default) ExternalRiskEstimate MSinceOldestTradeOpen MSinceMostRecentTradeOpen AverageMInFile NumSatisfactoryTrades NumTrades60Ever2DerogPubRec NumTrades90Ever2DerogPubRec NumTotalTrades NumTradesOpeninLast12M PercentTradesNeverDelq MSinceMostRecentDelq MaxDelq2PublicRecLast12M MaxDelqEver PercentInstallTrades NetFractionInstallBurden NumInstallTradesWBalance MSinceMostRecentInqexcl7days NumInqLast6M NumInqLast6Mexcl7days NetFractionRevolvingBurden NumRevolvingTradesWBalance NumBank2NatlTradesWHighUtilization PercentTradesWBalance Output