Estimation question
Estimate the bandwidth (bits / s) of a 747 crossing the Atlantic filled with CDs.
- Meta
- Estimation
- Medium
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What this question tests
Estimation combining physical cargo capacity with data density and time, testing whether physical shipping can beat network bandwidth for bulk data.
How to approach it
- Estimate a 747's cargo capacity, roughly 100 tonnes or about 150 cubic meters.
- Estimate CD size (about 700MB) and how many fit by weight and volume in that cargo hold.
- Multiply CD count by 700MB to get total data carried.
- Estimate transatlantic flight time, roughly 6-7 hours, about 25,000 seconds.
- Divide total bits (bytes times 8) by flight time in seconds to get bandwidth in bits per second.
What a strong answer includes
- States the 'sneakernet' insight explicitly: this back-of-envelope bandwidth is enormous, tens of Gbps, versus typical internet links.
- Uses clean round numbers, e.g. 100,000 CDs at 700MB each equals 70TB, divided by 25,000 seconds.
- Notes real-world caveats like loading time and packaging overhead without letting them derail the core calculation.
Common mistakes
- Forgetting to convert bytes to bits, the classic error on this exact puzzle.
- Spending too long on cargo-volume precision instead of carrying the chain through to a final number.
Likely follow-up questions
- How would the answer change with Blu-ray discs instead of CDs?
- What does this tell you about when physical transport beats network transfer?
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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