# Explain a Project Through Business Impact and User Value ### Prompt Describe a project from your current or recent work. Explain the problem, your contribution, the technical choices you made, how the work created value for users, and how you measured its effect on the business or product. **Candidate hint:** Build a short chain from the user problem to a product behavior, then to a measurable outcome. Do not begin with the implementation stack. ### Constraints & Assumptions - Choose work you understand deeply enough to answer technical follow-ups. - Separate your personal contribution from the team's contribution. - Explain how a metric was defined and what limitations or confounders it had. - Do not disclose confidential numbers; normalized or directional evidence is acceptable when clearly labeled. ### Clarifying Questions to Ask - Would you prefer a project centered on model quality, infrastructure, or product delivery? - Should I go deeper on technical architecture or on measurement and impact? ### What a Strong Answer Covers - A concise user and business problem with a clear success definition - Specific ownership and technically meaningful decisions - A credible connection between the implementation and user behavior - Measurement design, baseline, uncertainty, and guardrail metrics - Trade-offs, an outcome, and what the candidate would change next time ### Follow-up Questions 1. How do you know the observed result was caused by your project? 2. Which user segment benefited least, and why? 3. What metric could have improved while user value actually declined? 4. What would you remove from the design if you had half the delivery time?