Metrics question
Given a situation where you are a PM for a TravelTech company, what is one metric that you would build for the product leadership team?
- Microsoft
- Metrics
- Medium
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What this question tests
Tests focus and prioritization in metrics work: can you pick a single, high-leverage metric for leadership rather than hedging with a long list.
How to approach it
- Clarify the product area within TravelTech: assume a booking platform (flights, hotels, or packages), since the right metric depends on where in the funnel the company is focused.
- Consider what leadership actually needs: a metric that signals overall business health at a glance, not a granular operational metric better suited to a team-level dashboard.
- Propose completed-booking conversion rate (searches or sessions that result in a paid booking) as the single metric, since it captures funnel health, pricing competitiveness, and product friction in one number.
- Justify why this beats alternatives: raw traffic or sign-ups do not reflect revenue-generating outcomes, while booking conversion ties directly to both user experience and business results.
- Note what it would be paired with as a guardrail, such as customer satisfaction or cancellation rate, so leadership does not over-optimize conversion at the expense of trip quality.
- State how it would be tracked: weekly trend by channel (direct, OTA-referred) and by trip type, so leadership can see where the trend is coming from.
What a strong answer includes
- Picks one clear metric as instructed rather than listing five, directly answering what was asked.
- Justifies the choice against alternatives (traffic, sign-ups) explicitly, showing why this one is the highest-leverage choice for leadership specifically.
- Adds a guardrail metric to prevent a narrow optimization trap, showing systems thinking beyond the single number.
- Specifies how it would be sliced (by channel, by trip type) so it is actionable, not just a vanity number.
Common mistakes
- Listing multiple metrics when the question specifically asked for one, missing the prioritization test.
- Picking a vanity metric like total traffic that does not reflect business health.
- No guardrail, risking an answer that could be gamed or misleading on its own.
Likely follow-up questions
- What guardrail metric would you pair with this to avoid gaming it?
- How would this metric differ for a last-minute booking product versus a planned-vacation one?
- How would you present a decline in this metric to leadership?
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Learn the skill behind it
Chapters of the AI PM course that teach what this question tests.
- Chapter 9: Prove it paid off: outcomes, economics, and pricing
- Chapter 2: Data fluency: SQL, logs, and reading the truth yourself
- Chapter 14: Get the job: the AI PM interview loop