Estimation question
Estimate the total number of videos on YouTube.
- Estimation
- Easy
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What this question tests
Structured estimation: breaking a huge unknown number into defensible, stated assumptions.
How to approach it
- Anchor on YouTube's known scale, roughly 2.5 billion logged in monthly users, and estimate uploader share.
- Assume a small fraction, say 5 percent, of users have ever uploaded at least one video.
- Estimate average videos per uploader over the platform's 19 year life, say 5 videos per active uploader.
- Multiply: 2.5 billion times 5 percent times 5 videos gives roughly 625 million, then round for scale.
- Sanity check against known data points, such as reports of 500 hours uploaded per minute, to cross validate order of magnitude.
- State the final estimate as a range, for example 500 million to 1 billion videos, not a false precise number.
What a strong answer includes
- States every assumption explicitly and labels them as assumptions, for example '5 percent uploader rate, an assumption'.
- Cross checks the bottom up estimate against a known public data point (hours uploaded per minute) for sanity.
- Gives a final answer as a range rather than a single overconfident number.
- Shows the math cleanly so the interviewer can follow and challenge individual assumptions.
Common mistakes
- Giving a single precise number with no visible reasoning, which signals guessing rather than estimation skill.
- Skipping a sanity check against any known reference point.
- Ignoring video deletions and platform policy removals that shrink the live catalog over time.
Likely follow-up questions
- How would your estimate change if you counted only public videos?
- What data would you pull to validate this quickly?
- How does deleted or removed content affect your number?
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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