Staff Data Scientist
Core
Design and own the end-to-end data framework for Unit Economics, connecting customer acquisition, multi-product lifecycles, and healthcare reimbursement cycles to serve as the financial source of truth.
Role type
Staff Data Scientist (Strategic IC)
Builds
Production-grade machine learning models, stochastic macro-simulations, and attribution frameworks for a healthcare D2C subscription business.
Domain
Healthcare operations, Unit Economics, and D2C subscription markets.
Deliverable
production ML models
Required skills
Causal inference, predictive modeling, production-grade ML engineering, model evaluation and validation, survival analysis, stochastic simulation design, Python, SQL, LLMs for workflow acceleration.
Preferred skills
Experience in marketplaces, healthcare operations, or D2C subscription businesses.
Technologies
Python, SQL, Monte Carlo simulation, Markov chains, uplift modeling.
Responsibilities
Develop lifetime value models accounting for healthcare reimbursement volatility; build predictive models for reimbursement rates across insurance and self-pay tracks; optimize cross-product attribution and pricing elasticity; design causal churn intervention models; build stochastic macro-simulations for business stress-testing.
Seniority
Staff, strategic partner to executive leadership