Sr. Data Scientist - Credit Risk Modeling
Senior Data Scientist Model Development (Credit Risk)
Location: Wilmington, DE - Hybrid - 3 days a week
About the Role
We are seeking a highly skilled Senior Data Scientist to lead the development, validation, and optimization of machine learning models that power credit risk decisioning across the lending lifecycle. You will work with hard-core modelers, product, and risk teams , bringing deep technical expertise and the ability to confidently address client questions. This is a hands-on role requiring strong modeling, coding, and stakeholder engagement skills.
Key Responsibilities
- Lead end-to-end credit risk model development (PD, EAD, LGD, underwriting, customer management, collections).
- Build ML models for banking products such as personal loans, home loans, credit cards, and other retail products .
- Apply and optimize ML techniques ( XGBoost, LightGBM, Gradient Boosting, Ensembles ) for accuracy, stability, and fairness.
- Conduct feature engineering, EDA, and robust model evaluation (AUC, KS, PR, Lift).
- Implement champion challenger frameworks, monitoring, calibration, and drift detection.
- Translate complex business needs into clear analytical solutions, producing well-documented methodologies and model reports.
- Collaborate with internal/external stakeholders, present insights, and defend modeling decisions with confidence.
- Stay current with emerging trends in ML, model governance, and credit risk regulations.
Required Qualifications
- 7 8+ years overall experience in analytics/modeling within Banking or Financial Institutions .
- 4 5+ years hands-on experience in machine learning model development .
- Proven track record in developing credit risk models (PD/EAD/LGD, underwriting, collections, loan/customer management).
- Strong programming in Python (pandas, scikit-learn, NumPy, ML libraries) and proficiency in SQL .
- Direct experience applying ML techniques such as XGBoost, LightGBM , and related algorithms.
- Excellent communication skills and stakeholder management experience .
Nice to Have
- Exposure to distributed data processing (Spark/Databricks).
- Experience with MLOps tools (MLflow, DVC, model deployment pipelines).
- Familiarity with regulatory/compliance needs (model risk management, bias/fair-lending, explainability using SHAP/LIME).
Why Join Us
- Work on impactful, high-visibility credit risk models shaping lending strategy.
- Collaborate with top-tier modelers and cross-functional teams.
- Opportunity to influence model development standards, governance, and innovation in BFSI analytics.
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