Solution
- Data collation to align all variables from same time-period was carried out using R for analysis
- Customers classification using domain knowledge and statistical methods – Decision tree and cluster analysis
- Multiple scorecards each with superior performance than existing scorecard
- All scorecards rescaled to have similar odds
- Scorecard as a linear function for easy integration with loan origination system
- Reviewed underwriting rule and corporate reporting system and recommended changes
