Estimation question
Estimate the number of videos uploaded to Youtube per day.
- Estimation
- Easy
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What this question tests
Fermi estimation using a top-down channel or creator-based approach.
How to approach it
- State you'll estimate via number of active uploading channels and average uploads per channel per day.
- Estimate active channels that upload regularly, e.g. tens of millions globally, though only a fraction upload daily.
- Assume a low average uploads-per-channel-per-day when averaged across all channels, e.g. a small fraction.
- Multiply to get a daily total.
- Sanity-check against general knowledge that the platform's scale is measured in hundreds of hours uploaded per minute.
- State a wide, clearly-labeled range.
What a strong answer includes
- Builds from channel count and per-channel upload frequency rather than guessing a raw daily total.
- States the low per-channel-per-day upload rate explicitly, since most channels don't upload daily.
- Cross-checks against the well-known 'hours uploaded per minute' framing to sanity-check scale.
- Presents a wide, clearly-labeled range given the huge uncertainty in a global platform estimate.
Common mistakes
- Assuming a high average upload rate per channel, ignoring that most channels are inactive most days.
- Giving a single overprecise number instead of an order-of-magnitude range.
Likely follow-up questions
- How would you refine this estimate with actual platform data if you had it?
- What's the biggest source of error in your assumption?
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Learn the skill behind it
Chapters of the AI PM course that teach what this question tests.
- Chapter 2: Data fluency: SQL, logs, and reading the truth yourself
- Chapter 9: Prove it paid off: outcomes, economics, and pricing
- Chapter 14: Get the job: the AI PM interview loop