- Experience owning/driving roadmap strategy and definition
- Experience in technical product management, program management or engineering
- Experience owning feature delivery and tradeoffs of a product
- Experience with end to end product delivery
- Experience leading engineering discussions around technology decisions and strategy related to a product
- Experience owning and delivering end-to-end product strategy for ML/AI-powered consumer products.
- Experience with subscription or commerce business models and LTV-based decision making.
- Familiarity with reinforcement learning, multi-armed bandits, or multi-objective optimization applied to product personalization.
- Track record of shipping products that changed customer behavior at scale (100M+ users).
- Experience with experimentation design, causal inference, and long-term holdout measurement.
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