Estimation question
How many dentists are there in New York?
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What this question tests
A classic market-sizing estimation testing top-down decomposition with clearly stated, reasonable assumptions rather than a memorized number.
How to approach it
- Clarify scope: assume 'New York' means New York City (roughly 8.5 million people), not the whole state, and state that assumption.
- Estimate population per dentist ratio: recall or assume a reasonable ratio, e.g., roughly 1 dentist per 1,500-2,000 residents in a well-served urban area, stating this as an assumption based on typical US dentist-to-population ratios.
- Compute: 8.5M people / 1,750 (midpoint assumption) = roughly 4,800 dentists.
- Cross-check with an alternate method: estimate via dental practices, assuming roughly 1 dental practice per city block-cluster in commercial areas, with 1-3 dentists per practice, and sanity-check that this produces a similar order of magnitude.
- Adjust for NYC-specific factors: as a dense, high-income city with many private practices, the ratio might be somewhat better (more dentists per capita) than the national average, so the estimate could land higher, e.g., 5,000-6,000.
- State a final range rather than false precision: approximately 5,000 dentists in NYC, clearly framed as an estimate.
What a strong answer includes
- Uses a clear top-down method (population divided by a stated ratio) and cross-checks with a second method (practices times dentists per practice) for sanity.
- States every assumption explicitly (city population, dentist-to-population ratio) rather than pulling a final number from memory.
- Adjusts the baseline ratio for NYC-specific context (dense, high-income, likely better-served than national average) showing situational judgment.
- Presents a final answer as a reasoned range, not false precision to the exact digit.
Common mistakes
- Stating a final number with no visible reasoning or assumptions.
- Not clarifying whether 'New York' means the city or the state, a common and consequential ambiguity.
- Ignoring cross-checking, leaving the estimate unvalidated by a second approach.
Likely follow-up questions
- How would your estimate change if we meant New York State instead of the city?
- What real data source would you use to validate this quickly?
- How would you segment this by borough?
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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