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Google·Business Analyst·Onsite - Product Sense / Strategy·Intermediate

Intermediate
Apr 2026

Summary

Interviewed at Google for what seemed like a market sizing or consulting-style role. One question, classic estimation format, nothing else to go on.

Questions Asked (1)

Q1

How many beds will be sold in the UK next year?

Product Analytics & MetricsProduct StrategyAdaptability & Ambiguity
Author's notes

Market sizing.

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AI HintsAI Generated

Suggested Approach

Break the problem into a demand-side estimation using a bottom-up approach: estimate the number of households in the UK, segment by key drivers (new household formation, replacement cycles, and market expansion), and calculate annual bed purchases. State assumptions clearly, use round numbers, and sanity-check the final figure against known market data or population statistics.

Pro tip: Show your work transparently and invite the interviewer to adjust assumptions; this demonstrates collaboration and adaptability, which are key at Google. Also, mention that you'd validate your estimate with real-world data sources like ONS or industry reports if available.

1. Clarify the question and scope

Ask clarifying questions to define 'beds' (e.g., all types including mattresses? just bed frames? include cribs?) and 'next year' (calendar year? fiscal year?). Confirm whether the UK includes Northern Ireland and whether you should consider B2B sales (hotels, hospitals) or only consumer sales.

2. Estimate the total addressable market

Calculate the number of households in the UK (approx. 28 million) and segment by relevant factors such as homeownership vs. renting, age groups, and household size. Consider that each household may have multiple beds (e.g., one per person plus guest beds).

3. Identify key demand drivers

Break down annual bed purchases into: new household formation (e.g., students, movers, immigrants), replacement purchases (beds wear out or are upgraded), and additional purchases (e.g., guest beds, second homes). Estimate the rate for each driver.

4. Calculate the annual market size

Apply estimated rates to the household base. For example, if 28M households replace beds every 10 years, that's 2.8M replacement beds per year. Add new household formation (e.g., 300k new households per year, each buying ~1.5 beds) and other segments. Sum to get total units.

5. Sanity-check and refine

Compare your estimate to known data: UK population ~67M, average bed lifespan ~10 years, so roughly 6.7M beds per year if one bed per person. Adjust for multiple beds per household and non-consumer sales. Present a range (e.g., 5-8 million) and state confidence.

Key Points to Mention

  • Use a bottom-up approach starting with UK households (~28 million) and population (~67 million).
  • Segment demand into replacement, new household formation, and additional/upgrade purchases.
  • State assumptions explicitly (e.g., average bed lifespan of 10 years, 1.5 beds per household).
  • Consider B2B segments like hotels, hospitals, and student accommodations, but clarify if in scope.
  • Sanity-check with top-down data: UK population divided by average bed lifespan gives a baseline.
  • Acknowledge uncertainty and provide a range rather than a single number.

AI-generated suggestions, not part of the candidate's original notes. May be inaccurate — verify before relying on them.