Estimation question
An airport closed down for a day due to inclement weather. How long does it take to get caught up?
- Estimation
- Hard
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What this question tests
Operational estimation: can you reason through backlog accumulation and recovery capacity rather than guessing a flat recovery time.
How to approach it
- Estimate the backlog created, assume a mid sized airport normally handles 300 flights a day, so a full closure creates a backlog of roughly 300 delayed or cancelled flights.
- Estimate the airport's normal versus surge capacity, assume it can handle maybe 10 to 15 percent above normal daily volume by adding extra flights and tighter turnarounds.
- Calculate daily catch up capacity: 15 percent of 300 is roughly 45 extra flights absorbed per day beyond the normal daily load.
- Divide the backlog by daily catch up capacity: 300 divided by 45 gives roughly 7 days to fully clear the backlog, assuming no new disruptions.
- Adjust downward since airlines often also cancel some lower priority flights and rebook passengers onto other carriers, which speeds recovery, so a more realistic estimate is 3 to 5 days.
- State the final answer as a range and note that weather recurrence and connecting hub effects are the biggest sources of uncertainty.
What a strong answer includes
- Models the problem as backlog versus surge capacity rather than guessing a flat number of days.
- Adjusts the raw calculation using a realistic factor, cancellations and rebooking, showing practical judgment.
- Names the biggest uncertainty, further weather disruption, which shows awareness of real world volatility.
Common mistakes
- Assuming the airport instantly returns to normal the next day with no backlog effect.
- Ignoring that airlines have extra capacity levers, like added flights, that speed recovery.
Likely follow-up questions
- How would this change for a major international hub versus a regional airport?
- What would extend recovery time beyond your estimate?
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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