Metrics question
What metrics do you think are important to Yelp?
- Yelp
- Metrics
- Easy
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What this question tests
Tests building a metric framework for a two-sided local discovery marketplace, balancing consumer trust signals against business-owner value.
How to approach it
- Segment stakeholders: consumers searching for places, and business owners who claim and manage listings, since each needs different metrics.
- Propose consumer-side metrics: search-to-visit conversion (did the user act on a search), review quality and volume growth, and repeat search rate as a trust signal.
- Propose business-side metrics: percentage of businesses claimed and actively managed, and leads or calls generated through the platform for paying advertisers.
- Add a trust and integrity guardrail metric: fake or removed review rate, since review authenticity is core to Yelp's value proposition.
- Tie metrics to revenue: ad revenue per claimed business and conversion from free to paid advertising listings.
- Combine into a simple framework: consumer trust metrics feed consumer engagement, which feeds business value, which feeds ad revenue.
What a strong answer includes
- Splits metrics by the two sides of the marketplace, consumer and business, instead of one flat engagement number.
- Names review authenticity as a specific guardrail metric, correctly identifying it as core to Yelp's actual value proposition and past controversy.
- Uses illustrative numbers as assumptions: assume 30% of local businesses actively manage their claimed listing, representing the biggest growth lever.
- Connects the metric tree explicitly to ad revenue, showing the business model, not just abstract engagement.
Common mistakes
- Proposing only consumer-side metrics and ignoring the business-owner side of the marketplace.
- Not addressing review authenticity, which is Yelp's best-known trust and credibility risk.
- Listing metrics with no connection to how Yelp actually makes money.
Likely follow-up questions
- How would you detect fake reviews at scale?
- How do you balance consumer trust metrics against advertiser revenue pressure?
- What would you do if claimed businesses were growing but ad conversion wasn't?
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More questions from Yelp
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