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
