6 дней назад
Senior Data Scientist - Credit Risk Modeler (Databricks)
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Senior Data Scientist - Credit Risk Modeler (Databricks) (Credit Risk, Machine Learning): Maintaining and evolving a live credit score model for portfolio segmentation, dynamic credit lines, and expected-loss calculation with an accent on supervised learning, statistical validation, and responsible model ownership. Focus on retraining tree ensembles, evaluating AUC-ROC, F1, and probability calibration, segmenting default risk, and packaging production models with PyFunc, model cards, and tests.
Location: Remote
Company
is a remote-first machine learning startup building data products, scalable data infrastructure, AI solutions, and predictive models for business applications.
What you will do
- Take ownership of an existing credit score model based on tree ensembles and gradient boosting.
- Retrain the model and incorporate new features, including digital payments and CISP data.
- Evaluate model performance using AUC-ROC, F1, probability calibration, and other risk metrics.
- Segment the portfolio into risk levels A–F according to credit standards.
- Calculate dynamic credit lines and expected loss by integrating score, potential, and sales history.
- Package the model for production using the MFL framework, PyFunc, model cards, and tests.
Requirements
- Proven experience developing credit-risk or credit-scoring models.
- Experience with supervised machine learning, statistics, and model validation.
- Strong Python skills with scikit-learn and XGBoost.
- Experience with MLflow and understanding of probability of default, expected loss, and exposure.
- Ability to work remotely with data and platform teams while taking ownership of a live financial model.
Nice to have
- Experience in financial services, credit bureaus, or commercial credit portfolios.
- Experience developing AI agents or agentic infrastructure, including Mosaic AI Agent Framework, agent orchestration, or MCP.
Culture & Benefits
- Remote-first work environment.
- Opportunity to work with a multinational beverage company on a live credit-risk model.
- Collaboration with data and platform teams.
- Exposure to partnerships with AWS, Astronomer, and Databricks.
- Focus on technology, collaboration, and continuous learning.
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