CookUnity · 1 month ago
Senior Data Scientist, Growth & Retention
CookUnity is a pioneering platform that connects consumers with chefs, delivering millions of meals annually. They are looking for an experienced ML-focused Data Scientist to drive growth-oriented modeling across the customer lifecycle, collaborating with various teams to develop and operationalize statistical and ML systems.
Consumer ApplicationsFood and BeverageFood DeliveryOrganic FoodSubscription Service
Responsibilities
Lifecycle modeling: Build and maintain predictive LTV, churn (including survival/time-to-event), order-rate, and resurrection models that feed acquisition, CRM, and retention strategies
Acquisition & lookalikes: Create lookalike / propensity models for paid channels and audience construction; optimize CAC vs LTV tradeoffs
Next-Best-Action & personalization: Develop NBA/ranking models, small-scale recommenders and embedding-based similarity systems to increase activation and orders
Unsupervised & representation learning: Lead segmentation, clustering, embeddings and representation work that create actionable cohorts and features
Production & MLOps: Own the full model lifecycle - training pipelines, CI/CD, model registries, containerized deployment, monitoring, retraining and drift detection; partner with engineers to operationalize models into CRM, marketplace and paid channels
Model governance & reproducibility: Ensure models are well-tested, explainable, calibrated, and auditable; document assumptions, limitations and business mappings
Cross-functional influence: Translate technical work into product recommendations, dashboards and clear narratives for Growth, Marketing and Engineering. Mentor peers and raise modeling and MLOps standards
Qualification
Required
5-8+ years in data science, applied ML or statistics, with a track record of shipping production models
Strong math & statistics: probability, inference, regression, survival analysis/time-to-event, causal reasoning, and familiarity with statistical modeling tradeoffs
End-to-end ML experience: experience building, validating and deploying classification/regression/ensemble/deep models; comfort with embeddings and representation learning
MLOps & production skills: pragmatic experience with model CI/CD, model registries (MLFlow or similar), containerization (Docker), orchestration (Airflow), and runtime infra (K8s / ECS)
Software engineering & tooling: Python (pandas, scikit-learn, XGBoost/LightGBM, PyTorch/TensorFlow optional), strong code hygiene, testing and reproducibility
Product & stakeholder collaboration: excellent communication, ability to embed with Growth/CRM/Marketing and translate models into product decisions
Education: BS in a quantitative field required; MS/PhD in statistics, math, CS, economics or similar preferred
Preferred
Experience in subscription marketplaces, food-tech, or consumer marketplaces
Familiarity with feature stores, Snowflake/BigQuery, and production monitoring tools
Experience with causal libraries (EconML), uplift frameworks, or survival modeling packages
Prior work on small-scale recommender systems, embeddings, or NLP personalization
Benefits
Health Insurance coverage
401k Plan
Unlimited PTO
5- year Sabbatical: After 5 years with CookUnity, you get a 4-week paid sabbatical
Paid Family leave
Compassionate Leave: 3-5 days each time the need arises
A generous amount of CookUnity credits to enjoy our amazing meals, added to your account, monthly
Wellness perks: access to a nutritional coach and fitness subsidies to build a healthy lifestyle
Personalized Spanish coach
Company
CookUnity
CookUnity is a meal subscription and delivery platform that connects private chefs with consumers.
H1B Sponsorship
CookUnity has a track record of offering H1B sponsorships. Please note that this does not
guarantee sponsorship for this specific role. Below presents additional info for your
reference. (Data Powered by US Department of Labor)
Distribution of Different Job Fields Receiving Sponsorship
Represents job field similar to this job
Trends of Total Sponsorships
2025 (5)
2024 (3)
2023 (1)
2021 (1)
Funding
Current Stage
Late StageTotal Funding
$371.95MKey Investors
General CatalystInsight PartnersFuel Venture Capital
2025-11-19Debt Financing· $250M
2023-04-27Series Unknown· $47M
2022-12-08Series Unknown· $4.54M
Recent News
FinSMEs
2025-12-24
2025-12-22
Company data provided by crunchbase