Explain switch to product analytics and company fit

In 90 seconds, explain why Attentive and why you transitioned from data science to product analytics—focus on the business problems you want to own, decisions you’ve influenced end-to-end, and how you measure success. Then: 1) Walk through one decision where you traded statistical rigor for speed—how did you set guardrails and communicate risk to a director-level stakeholder? 2) Given a 20‑minute fast-paced call (the interviewer is 10 minutes late and speaks quickly), outline how you’d structure your answers, clarify requirements without slowing momentum, and ensure alignment on the problem, metrics, and next steps. 3) Name the three Attentive product metrics you would prioritize in your first 90 days, why, and what leading indicators you’d instrument. 4) Describe a time you pushed back on a solution with data—what was the narrative you used to influence, what alternatives did you propose, and what changed as a result? 5) End with two incisive questions you would ask the director that demonstrate you understand Attentive’s business and constraints.