Estimation question
Estimate the sanitizer market in the USA.
- Estimation
- Easy
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What this question tests
Whether you can build a clear, defensible top-down or bottom-up estimate and state your assumptions explicitly.
How to approach it
- Confirm scope: hand sanitizer specifically, annual market size in dollars, USA only.
- Choose a bottom-up approach: US population times average bottles bought per person per year times average price per bottle.
- State each assumption clearly, such as roughly 330 million people, 4 bottles per person per year post-pandemic normalization, at 3 dollars per bottle.
- Adjust for segments: households buy less per person than commercial buyers like offices, schools, and hospitals, so add an institutional estimate separately.
- Combine the two estimates and sanity check the total against a rough sense of retail personal care category size.
- State the final number as a range, not a false-precision single figure, and name the biggest assumption driving it.
What a strong answer includes
- Uses a clean bottom-up structure, population times frequency times price, rather than guessing a total directly.
- States every number as an explicit, labeled assumption, such as assuming 4 purchases per person per year.
- Separately estimates institutional demand, since offices and hospitals buy at a different scale than individuals.
- Sanity checks the result against a known reference point, like total US personal care spend, to catch order-of-magnitude errors.
Common mistakes
- Giving a single number with no visible structure or assumptions behind it.
- Ignoring institutional and commercial buyers, only estimating individual household purchases.
Likely follow-up questions
- How would this estimate change for a pandemic peak year versus today?
- Which single assumption has the biggest effect on your final number?
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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