Metrics question
Netflix's completion rates are dropping. How would you diagnose and solve this problem?
- Netflix
- Metrics
- Hard
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What this question tests
Metric diagnosis for a content engagement problem, structuring hypotheses across content, product and user segments.
How to approach it
- Confirm the metric definition and measurement window, ruling out a tracking or reporting change first.
- Segment completion rate by content type, genre, and release date to see if the drop concentrates in specific titles.
- Segment by device and region to rule out a technical issue, like buffering or a broken player update.
- Check for recent product changes, like autoplay settings, recommendation algorithm updates, or UI changes to the player.
- Prioritize the strongest hypothesis and propose a fix, such as reverting a recent change or improving recommendations for the affected segment.
What a strong answer includes
- Rules out measurement error first, since completion rate can be skewed by a tracking bug before assuming real behavior changed.
- Segments by content type and finds, for example, the drop concentrates in a specific genre or newly released titles, narrowing the cause.
- Considers a product change hypothesis, like a recommendation algorithm update surfacing less relevant content, rather than only blaming content quality.
Common mistakes
- Jumping to a content quality conclusion without segmenting by device, region, or content type first.
- Ignoring recent product or algorithm changes that commonly cause sudden completion rate shifts.
Likely follow-up questions
- How would you test whether the recommendation algorithm caused this?
- What would you do if the drop is isolated to one device platform?
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- There are about 1 million inactive Netflix users. What would you do about them?Spotify · Metrics · Hard
- Pick a feature from a product of your choice & tell us how will you assess the success of that feature. Assume it is being launched now.Google · Metrics · Medium
- What are the key metrics to be captured for a streaming service product?Spotify · Metrics · Easy
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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