Estimation question
How much bandwidth does the StarWars hologram use?
- Estimation
- Medium
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What this question tests
Tests estimation skill: breaking an unusual technical scenario into a defensible bandwidth calculation using clearly stated assumptions.
How to approach it
- Clarify what the hologram represents technically, likely a real time volumetric video stream rather than a static 3D model.
- Estimate the frame resolution and depth data needed for a convincing volumetric effect, stating this as an assumption.
- Estimate frame rate needed for smooth motion, typically around 30 frames per second, stated as an assumption.
- Multiply data per frame by frame rate to get raw bandwidth, then apply an assumed compression ratio.
- Sanity check the final number against known real world video streaming bandwidths, like 4K video.
- State clearly that this is a rough order of magnitude estimate, not a precise figure.
What a strong answer includes
- States a clear assumption chain: volumetric capture at a resolution comparable to high definition video, depth data roughly doubling raw data needs.
- Calculates raw bandwidth before compression, for example resolution times color depth times frame rate, then applies an assumed 10 to 1 compression ratio typical of video codecs.
- Sanity checks the final estimate against a known reference point, noting it should land somewhere near or above standard 4K streaming bandwidth given the added depth data.
- Clearly flags every assumption as an assumption, since no real specification exists for a fictional hologram.
Common mistakes
- Giving a single number with no shown reasoning or stated assumptions behind it.
- Ignoring that volumetric or depth data roughly doubles bandwidth needs compared to standard flat video.
Likely follow-up questions
- How would your estimate change if the hologram needed to support multiple viewing angles simultaneously?
- What compression assumption did you make, and how confident are you in it?
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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