CREDIT RISK - PYTHON SCIKIT-LEARN PANDAS NUMPY

Services
Quantitative Strategist & Risk Analyist
Machine Learning
Client
Financial Analyst, Business Analyst
Location
Delhi NCR, India
Year
2026
Credits
Images generated with AI
Info
Built a scalable default prediction model (0.876 ROC-AUC), implementing balanced class weights to adapt to severe data imbalances within financial datasets. Engineered complex interaction terms and financial ratios aligned with CFPB and Basel III regulatory frameworks to ensure model explainability and compliance. Designed a dynamic risk-grading system mapping default probabilities to S&P-style tiers (AAA-D), automating underwriting decisions and rate premium recommendations.







