Some of the projects could include:
Risk Analytics:
1. Development & Validation of Application Scorecards for various loan segments
2. Controlling Business Attrition using Commercial Bureau Triggers
3. Risk Monitoring of Loan Portfolio
4. Monitoring of Loan portfolio
5. Delinquency Analysis
6. Flow Rates
7. Vintage Curve
8. Attrition Analysis
9. Exploring Multi Bureau Usage for Credit Underwriting in SME/Retail Segment
Sales / Marketing analytics
Using statistical & predictive modelling techniques like linear regression, logistic regression, decision trees, k-means clustering etc. for various areas of Asset Analytics like:
1. Customer acquisition and attrition
2. Portfolio level customer segmentation
3. Propensity for cross-holdings, product per customer, next-best product
4. Identifying potential customers for up-migration to higher customer segment
5. Development of X-sell programs
6. Generating Analytics based Leads using Commercial Bureau data
7. Loan approval Scorecard
8. Risk based pricing model
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