Senior Data Scientist, Strategic Modeling & Simulation
Core
Develop simulation systems and strategic modeling frameworks to estimate the long-term impact of product, growth, and business decisions under uncertainty.
Role type
Senior IC data scientist (strategic modeling & simulation)
Builds
Forward-looking simulations for strategic planning and resource allocation
Domain
Technology + Quantitative Strategy
Deliverable
production ML models
Required skills
statistical modeling, machine learning, predictive analytics, forecasting, simulation, scenario analysis, optimization, Python programming, quantitative reasoning
Preferred skills
Bayesian methods, survival analysis, causal impact modeling, reinforcement learning, uncertainty quantification, strategic modeling systems
Technologies
Python
Responsibilities
Develop simulation frameworks for future product and revenue outcomes; Build product investment simulations; Estimate impact of investments including conversion elasticity and ROI; Develop predictive models for retention, churn, and lifetime value; Connect short-term experimentation outcomes to long-term metrics; Develop probabilistic forecasting and uncertainty quantification; Optimize portfolio planning and resource allocation; Evaluate trade-offs across strategic initiatives; Model long-term impact of emerging technologies and AI systems
Seniority
Senior, hands-on IC