Demonstrate leadership under disagreement

Describe one specific incident where you strongly disagreed with a senior stakeholder about launching a data product or model under a tight deadline. Provide the exact date range and your role, the stakeholder roles (e.g., PM, SWE manager), and the leadership principles you leaned on. What decision criteria and quantitative guardrails (KPIs, thresholds) did you set? How did you influence without formal authority, handle conflicting incentives, and communicate risk in numbers? What measurable outcome resulted (include concrete deltas or dollars), what was the toughest feedback you received, and, with hindsight, what would you do differently to improve both the business result and team trust?