Estimation question
How much would it cost to set up WiFi in New York?
- Estimation
- Medium
Practice this question out loud. An AI interviewer asks it, follows up like a real interviewer would, and scores your answer. Type or speak.
Start a mock interview on this question · Mock interview from a job description
What this question tests
Tests structured cost estimation for a large infrastructure project, breaking a vague ask into components with reasonable, stated assumptions.
How to approach it
- Clarify scope: 'WiFi in New York' likely means citywide public outdoor WiFi coverage (like LinkGNYC), not indoor building WiFi; state this assumption upfront.
- Estimate area to cover: NYC is roughly 300 square miles across 5 boroughs; assume focusing on the ~30 square miles of dense public/commercial areas (Manhattan plus dense corridors) for meaningful ROI.
- Estimate access point density: assume outdoor WiFi access points cover roughly 100-150 meters radius each in dense urban settings, requiring several thousand access points for full coverage.
- Estimate cost per access point: assume $10,000-15,000 per installed public AP including hardware, installation, and backhaul connectivity (a reasonable public infrastructure estimate).
- Multiply: e.g., 5,000 access points x $12,000 = $60M capital cost, then add annual operating cost (maintenance, bandwidth, support) at roughly 15-20% of capex per year.
- Sanity-check against a real comparable: NYC's LinkGNYC kiosk program is a known real initiative, so compare the order of magnitude and note the estimate is directional, not precise.
What a strong answer includes
- States the scope assumption explicitly (public outdoor coverage vs indoor, which neighborhoods) before estimating any numbers.
- Breaks the cost into capex (access points, installation) and ongoing opex (maintenance, bandwidth), not just a single lump sum.
- Uses defensible per-unit assumptions (AP coverage radius, cost per AP) rather than guessing a total figure directly.
- Sanity-checks against a known real-world comparable (an actual NYC public WiFi initiative) to validate the order of magnitude.
Common mistakes
- Jumping to a single guessed total dollar figure with no decomposition.
- Not distinguishing one-time capital cost from ongoing operating cost.
- Ignoring scope ambiguity (indoor vs outdoor, which boroughs) and estimating for the wrong thing.
Likely follow-up questions
- How would the estimate change if you only covered subway stations instead of streets?
- What's the biggest cost driver you'd try to reduce first?
- How would you phase this rollout to manage the capital cost?
More estimation questions
- YouTube Red is a premium service without ads. Assume that 1.5% of initial YouTube user base signs up for the service. What is the lifetime revenue Google generates from those users?Google · Estimation · Hard
- How many dentists are there in New York?Google · Estimation · Easy
- How many Pianists are there in New York city?Google · Estimation · Easy
- Estimate the total number of videos on YouTube.Google · Estimation · Easy
- How many airports are in the US and in the World?Google · Estimation · Easy
- How many balls does it take to fill a 16x16 ft room?Google · Estimation · Easy
More questions from Google
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