Fermi Problem: Sizing the Pothole Count on Mainland American Roads

Quick Overview

A Fermi estimation exercise asking how many potholes exist in the continental United States. It tests defining what counts and over what time window, anchoring on a quantity that can be sized with confidence, segmenting where density differs, keeping the arithmetic clean and sanity-checking the result.

Fermi Problem: Sizing the Pothole Count on Mainland American Roads

Company: Google

Role: Product Manager

Category: Product / Decision Making

Difficulty: medium

Interview Round: Other

Estimate how many potholes there are in the continental United States. ```hint Anchor on what you can size Start from a quantity you can estimate with some confidence, then work out how the pothole count relates to it and where that relationship changes a lot. ``` ### Clarifying Questions - Does "continental" mean the 48 contiguous states, or should Alaska be included? - Do you want the number of potholes that exist at one moment, or how many form over a year? - Should I count only public paved roads, or also unpaved roads, parking lots and private driveways? - How large does a break in the surface need to be to count as a pothole? ### What a Strong Answer Covers - A defined scope covering geography, the surfaces counted, what qualifies as a pothole and a point-in-time count versus a yearly flow - A clear equation with each input labeled as an assumption and sized with round numbers - Segmentation where pothole density differs by a large factor - Correct arithmetic to a single figure with a stated range - A sanity check from an independent angle, and the assumptions that move the answer most ### Follow-up Questions - How would your number differ between late winter and late summer, and why? - If a maps product wanted to measure potholes instead of estimating them, what signals could it use and how would you validate them? - A city has a fixed repair budget. How would you decide which potholes to fix first?

Overview: A Fermi estimation exercise asking how many potholes exist in the continental United States. It tests defining what counts and over what time window, anchoring on a quantity that can be sized with confidence, segmenting where density differs, keeping the arithmetic clean and sanity-checking the result.

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Google
Nov 26, 2023
mediumProduct ManagerOtherProduct / Decision Making
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Estimate how many potholes there are in the continental United States.

Clarifying Questions Guidance

  • Does "continental" mean the 48 contiguous states, or should Alaska be included?
  • Do you want the number of potholes that exist at one moment, or how many form over a year?
  • Should I count only public paved roads, or also unpaved roads, parking lots and private driveways?
  • How large does a break in the surface need to be to count as a pothole?

What a Strong Answer Covers Guidance

  • A defined scope covering geography, the surfaces counted, what qualifies as a pothole and a point-in-time count versus a yearly flow
  • A clear equation with each input labeled as an assumption and sized with round numbers
  • Segmentation where pothole density differs by a large factor
  • Correct arithmetic to a single figure with a stated range
  • A sanity check from an independent angle, and the assumptions that move the answer most

Follow-up Questions Guidance

  • How would your number differ between late winter and late summer, and why?
  • If a maps product wanted to measure potholes instead of estimating them, what signals could it use and how would you validate them?
  • A city has a fixed repair budget. How would you decide which potholes to fix first?