Senior Data Scientist (Growth & Retention)
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
TL;DR
Senior Data Scientist (Growth & Retention): Developing and productionizing ML systems across the customer lifecycle—acquisition, activation, retention, and monetization—with an accent on predictive LTV, churn/survival analysis, and personalization. Focus on building end-to-end MLOps pipelines, implementing NBA/ranking models, and optimizing CAC vs LTV tradeoffs.
Location: New York, New York, United States
Salary: $160,000 — $185,000 USD
Company
A marketplace platform that connects chefs with customers to deliver high-quality, ready-to-eat meals nationwide.
What you will do
- Build and maintain predictive LTV, churn (survival/time-to-event), and resurrection models to drive CRM and retention strategies.
- Create lookalike and propensity models for paid channels to optimize CAC vs LTV tradeoffs.
- Develop Next-Best-Action (NBA), ranking models, and embedding-based similarity systems to increase activation and orders.
- Lead segmentation, clustering, and representation learning to create actionable customer cohorts.
- Own the full MLOps lifecycle, including training pipelines, CI/CD, containerized deployment, and drift detection.
- Translate technical modeling work into product recommendations and narratives for Growth and Marketing teams.
Requirements
- 5-8+ years of experience in data science or applied ML with a track record of shipping production models.
- Strong foundations in probability, inference, regression, survival analysis, and causal reasoning.
- Hands-on experience building and deploying classification, regression, and ensemble models.
- Proficiency in MLOps tooling: Docker, Airflow, Kubernetes/ECS, and model registries like MLFlow.
- Advanced Python skills with pandas, scikit-learn, and XGBoost/LightGBM.
- Must be based in New York, NY.
Nice to have
- Experience in subscription marketplaces or food-tech.
- Familiarity with Snowflake, BigQuery, or feature stores.
- Experience with causal libraries (EconML) or uplift frameworks.
- Prior work on small-scale recommender systems or NLP personalization.
Culture & Benefits
- Comprehensive Health Insurance and 401k plan.
- Unlimited PTO and a 4-week paid sabbatical every 5 years.
- Paid family and compassionate leave.
- Monthly meal credits and wellness subsidies.
- Access to a personalized Spanish coach.
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