Product leader with 21 years building consumer products used by hundreds of
millions of people, with the last three roles in streaming. Owns the full lifecycle after
acquisition: activation, engagement, retention, and lifetime value. Builds and ships the machine
learning systems that decide what each individual customer is shown and when, and the measurement
frameworks that prove whether any of it worked. Leads product teams across four regions and five
commerce platforms, and has built a product organization from zero at a startup.
Growth and Lifecycle: Subscription and membership products, acquisition and
activation, retention and churn reduction, customer lifetime value, lifecycle and CRM messaging
across email, push, in-app, and connected TV, pricing and offers, payments and billing, funnel
optimization
Machine Learning: Recommendation and ranking systems, personalization, contextual
multi-armed bandits, propensity and risk models, collaborative filtering, reinforcement learning,
deep learning, real-time per-user decisioning, partnering with applied science teams
Analytics and Experimentation: Large-scale A/B testing, holdout and permanent control
design, incrementality measurement, cohort analysis, causal inference, metric and objective
function design, diagnosing artifacts and composition effects, SQL, Looker
Leadership: Hiring, managing, and developing product managers, zero-to-one team
building, executive communication to SVP and C-suite, cross-functional leadership across
engineering, design, data science, marketing, finance, and legal, global operations across US,
EMEA, LATAM, and APAC
Hofstra University · MBA, Marketing · Hempstead, NY
Long Island University, C.W. Post · BS, Finance and Management · Brookville, NY