7–10+ years of product experience owning complex, data-intensive systems (e.g., marketplaces, pricing, optimization, platforms, or ops-heavy products), with clear accountability for outcomes
Strong data intuition and fluency, with experience partnering deeply with data science teams to reason about incentives, uncertainty, experimentation, and causal impact—not just reporting metrics
Proven ability to work from first principles in unfamiliar domains, building accurate mental models without relying on prior industry expertise
Excellent product and UX judgment, with demonstrated taste for designing clear, trustworthy, and efficient experiences in high-stakes decision flows (e.g., pricing, negotiation, conversion)