Export a credit risk scorecard model
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Hi,
After building a credit risk scorecard (with PDO structure or just WOE) is there a way to export that scorecard into SQL or some "IF-THEN" statements. Genearlly this representation of the credit risk scorecard is needed to deployment into different systems. So the output woudl look something like:
If Balance >100 and Balance <200 then Balance_WOE = 0.245
etc etc. Essentially the final scorecard (binned) is exported into this ttype of IF THEN framework.
Any help will be greatly appreciated.
Thanks.
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Piyush Dubey
le 25 Juil 2023
Hi Ananya,
Credit risk score card can be exported to SQL using a basic workflow:
- Extract Scorecard information: Including binning thresholds, weight of evidence (WOE) values and any transformation if performed
- Threshold statements which will be automatically categorizing and creating custom columns depending on the IF-ELSE criterion
- Transformation based on WOE
- Combining and formation of list: This can be done using complex Object datatypes of SQL.
- Adoption of truncating irrelevant impractical credit risk scores and handling out of range and missing variables
- Exporting of data to SQL server
After the extraction and model building the following documentation can be followed to export data to SQL server using MATLAB:
Hope this helps.
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