← Anthropic Interview Insights
Wasn't expecting this from an engineering interview.
Start by tying goals to the project's purpose and user impact, then describe a collaborative process to define measurable KPIs with stakeholders. Emphasize iteration and validation to ensure metrics drive the right behavior and align with business and technical outcomes.
Pro tip: Focus on leading indicators (e.g., adoption, engagement) rather than just lagging outcomes, and always connect metrics to a clear 'why' to avoid vanity metrics. At Anthropic, showing awareness of safety and ethical implications in metric design can set you apart.
Understand the project's core problem, user needs, and business objectives by talking to stakeholders. Define what success looks like in qualitative terms first.
Determine the critical outcomes that indicate success and the user or system behaviors that drive them. Map these to potential metrics.
Choose a balanced set of KPIs (e.g., usage, performance, quality) and set realistic, time-bound targets. Ensure they are SMART and aligned with team capacity.
Socialize the proposed metrics with cross-functional partners to ensure they are meaningful, measurable, and agreed upon. Adjust based on feedback.
Continuously track metrics, review them regularly, and be willing to refine or replace them as the project evolves and new information emerges.
AI-generated suggestions, not part of the candidate's original notes. May be inaccurate — verify before relying on them.