Export a credit risk scorecard model

1 vue (au cours des 30 derniers jours)
Ananya
Ananya le 23 Juin 2023
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.
  3 commentaires
Ananya
Ananya le 29 Juin 2023
the code is attached.... this is what i woud like MATLAB to produce. atleast the top section that is just a code version of WOE for any variable thanks.
Ananya
Ananya le 15 Juil 2023
can some one in MATLAB take a look at my qeustion. thanks

Connectez-vous pour commenter.

Réponses (1)

Piyush Dubey
Piyush Dubey le 25 Juil 2023
Hi Ananya,
Credit risk score card can be exported to SQL using a basic workflow:
  1. Extract Scorecard information: Including binning thresholds, weight of evidence (WOE) values and any transformation if performed
  2. Threshold statements which will be automatically categorizing and creating custom columns depending on the IF-ELSE criterion
  3. Transformation based on WOE
  4. Combining and formation of list: This can be done using complex Object datatypes of SQL.
  5. Adoption of truncating irrelevant impractical credit risk scores and handling out of range and missing variables
  6. 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.

Catégories

En savoir plus sur Portfolio Optimization and Asset Allocation dans Help Center et File Exchange

Produits


Version

R2023a

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!

Translated by