Estimation question
How many drones do you need to serve the Bay area?
- Estimation
- Medium
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What this question tests
Estimation combining geography, demand, and operational throughput assumptions for a hypothetical drone delivery service.
How to approach it
- Define scope, assume this means the greater Bay Area population centers, roughly 7 million people, served by drone delivery for small packages.
- Estimate daily delivery demand, assume 2 percent of the population orders a drone eligible small package on a given day, roughly 140,000 deliveries per day.
- Estimate drone throughput, assume each drone can complete 10 round trip deliveries per day accounting for charging, loading, and flight time.
- Divide demand by throughput: 140,000 divided by 10 gives roughly 14,000 drones needed to cover peak daily demand.
- Adjust for redundancy and maintenance downtime, assume 20 percent extra fleet capacity, landing around 16,000 to 17,000 drones total.
- State the final estimate as a range and flag daily order penetration as the most uncertain and sensitive assumption.
What a strong answer includes
- Builds the estimate from population to demand to fleet throughput in clear, connected steps.
- Adjusts for real operational factors like drone downtime and maintenance, not just raw round trip math.
- Names the most sensitive assumption, demand penetration, since drone delivery adoption is genuinely uncertain today.
Common mistakes
- Estimating total population without narrowing to realistic daily order penetration for a new service.
- Ignoring drone downtime for charging and maintenance, which significantly affects real throughput.
Likely follow-up questions
- How would this estimate change during a high demand period like a holiday?
- What regulatory constraint might reduce this number significantly?
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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